example_id
int64 0
10k
| metadata
stringlengths 680
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stringlengths 20.8k
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values | classification_text
stringlengths 20.8k
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stringlengths 9.43k
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stringlengths 1.45k
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9,900
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{"target_pattern": "palindrome", "degraded_accuracy": 0.74, "improved_accuracy": 1.0, "improvement": 0.26, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9886, "learning_rate": 0.03792066652469519, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.694545, 13.915724, 14.537184, 14.910109, 127.889288], [18.515381, 18.545991, 19.006090, 23.208501, 130.125750], [24.376323, 25.233391, 25.687865, 33.481406, 95.908190], [31.044619, 31.547143, 31.756867, 36.231580, 189.144606], [21.888524, 23.498266, 27.043226, 30.332192, 60.068526], [14.641569, 18.908298, 20.297067, 20.715429, 133.539024], [27.249445, 30.180718, 32.253295, 37.736235, 80.815991], [26.664722, 27.094290, 29.673710, 29.898069, 36.292478], [28.034201, 29.427156, 31.856307, 37.590399, 42.929343], [32.059438, 34.930750, 38.080721, 42.677170, 161.593173], [26.187708, 29.438720, 32.041491, 32.544976, 78.003180], [21.039694, 23.146241, 25.271272, 26.973832, 27.624039]]
### 2
fourier: [[26.919072, 27.458988, 29.102768, 37.753633, 100.094613], [42.053505, 42.365504, 43.869115, 50.657378, 50.897090], [16.235205, 16.352509, 16.900695, 20.724913, 21.580974], [35.005707, 39.670569, 41.487356, 44.443754, 166.639960], [35.916766, 39.458306, 46.273913, 47.701836, 186.149803], [18.810406, 18.998308, 19.000096, 20.567041, 93.696887], [24.923673, 26.376706, 27.117138, 33.413915, 44.679783], [12.016160, 12.362545, 12.394060, 14.035826, 95.566350], [12.232153, 12.486579, 12.931063, 14.678873, 76.365700], [10.843423, 11.324865, 11.822652, 12.373998, 25.605444], [34.244012, 38.334241, 44.909167, 49.802699, 157.247492], [24.922643, 26.143086, 26.572661, 26.881424, 165.808673]]
### 4
fourier: [[28.568474, 31.769285, 32.640889, 34.900950, 43.387376], [28.577217, 30.487954, 32.912036, 40.021023, 46.628331], [15.163603, 15.873225, 20.152812, 22.205084, 25.599381], [39.308544, 40.142662, 41.856887, 53.673127, 68.816933], [51.153787, 54.731452, 62.511087, 73.873760, 180.824308], [19.880366, 21.687914, 24.589941, 28.541405, 56.083200], [28.413964, 29.522221, 29.653749, 30.652680, 39.317460], [36.160600, 37.456239, 37.580033, 49.247142, 91.347103], [13.037672, 13.472658, 15.700822, 18.704554, 41.090212], [12.742562, 13.049918, 13.083057, 15.400087, 17.421817], [16.414963, 16.827982, 19.809128, 23.881822, 37.442200], [17.464832, 18.605922, 19.036434, 28.463768, 75.385355]]
### 6
fourier: [[17.642144, 18.253441, 20.460520, 20.685032, 25.348340], [19.761164, 20.801641, 22.212497, 23.024149, 27.120655], [26.898931, 30.131727, 30.837618, 32.463504, 226.260229], [27.725848, 28.953934, 29.315445, 30.486167, 32.262567], [26.086191, 27.389800, 30.373887, 31.201827, 36.832231], [22.147802, 22.648897, 23.330641, 24.059441, 29.394813], [15.877101, 16.678176, 17.250627, 18.145801, 22.445716], [5.137662, 5.610482, 5.655997, 6.011654, 7.935201], [31.575508, 33.350695, 34.554428, 42.110936, 58.534010], [20.412417, 22.060576, 24.296017, 28.829884, 53.496821], [48.935533, 49.549797, 49.829458, 53.005730, 56.518104], [34.333339, 37.248150, 37.801525, 38.365260, 46.747014]]
### 8
fourier: [[56.833906, 57.131117, 58.861569, 63.228903, 73.817142], [6.694799, 8.202830, 8.702402, 9.892173, 35.521277], [14.971600, 15.047343, 15.407723, 17.570803, 79.369434], [46.012747, 46.323707, 50.805877, 56.929784, 59.712153], [4.776093, 4.839307, 5.823259, 6.359858, 44.320953], [41.341611, 42.704701, 43.975184, 46.958921, 56.381167], [17.590654, 18.686884, 18.978623, 20.198596, 24.269314], [22.758454, 24.428127, 26.669551, 28.015041, 115.931659], [6.246906, 6.437352, 6.900165, 7.158394, 11.839475], [10.711566, 11.779880, 11.849708, 11.893872, 12.496195], [30.778545, 31.605746, 33.392913, 41.401208, 53.217808], [41.218254, 44.592738, 46.392415, 49.598721, 56.832108]]
### 10
fourier: [[22.234226, 22.261963, 24.046512, 28.724649, 75.715329], [19.408349, 20.329848, 20.446133, 22.643094, 98.319033], [56.906398, 58.333882, 61.102742, 74.730001, 150.229515], [7.873766, 7.950199, 8.421650, 9.197410, 46.713652], [8.803045, 8.917994, 8.966526, 10.321753, 55.074744], [28.787843, 29.508649, 31.727176, 37.668606, 57.789986], [45.593432, 48.864989, 49.304585, 60.866959, 63.424205], [12.231028, 12.586751, 13.132326, 14.366590, 40.465859], [14.925487, 16.637732, 17.886621, 20.874853, 54.708078], [12.484879, 13.022962, 13.352528, 14.191943, 62.728809], [18.431356, 18.454294, 19.043514, 19.350484, 21.139089], [47.978849, 50.727217, 51.797781, 63.232045, 94.754084]]
### 12
fourier: [[30.793405, 33.070325, 33.629875, 41.023547, 51.839948], [47.288413, 54.623775, 58.470209, 65.226994, 193.346156], [10.067187, 10.657767, 11.250630, 12.897554, 19.623199], [30.453483, 31.583979, 33.760803, 39.128275, 94.699595], [31.821149, 34.728579, 37.098869, 43.229051, 88.527189], [40.385480, 42.168892, 43.233512, 46.013385, 55.840772], [30.193883, 30.463419, 32.659527, 39.378951, 95.609751], [26.060346, 26.526126, 28.480997, 33.413222, 34.345871], [51.149394, 57.060434, 61.049184, 69.659714, 224.115607], [28.551552, 35.054673, 37.407091, 40.480579, 138.371425], [23.877455, 28.861005, 30.506512, 32.742920, 113.213802], [12.875925, 13.152297, 13.237749, 14.336634, 42.252588]]
### 14
fourier: [[64.619966, 65.672372, 69.558852, 83.739010, 146.737010], [41.765439, 42.500752, 44.556260, 52.300562, 122.350847], [60.766160, 63.617182, 68.155078, 78.653116, 204.724232], [30.440497, 30.593779, 32.928135, 39.281334, 70.149847], [71.949462, 80.298768, 86.022522, 98.185991, 246.985842], [59.761937, 64.402658, 69.164320, 79.826331, 176.046727], [41.305250, 42.664785, 45.797067, 54.043753, 117.474643], [46.507693, 57.902866, 61.793921, 68.016146, 217.105047], [47.330603, 48.549322, 51.872147, 60.641109, 164.092637], [29.730450, 36.975134, 39.337189, 42.771755, 155.029367], [68.970108, 69.589404, 74.121656, 88.842276, 175.387931], [41.333798, 45.557766, 48.717732, 55.623266, 150.448831]]
### 16
fourier: [[72.587073, 73.124857, 78.044102, 90.668784, 182.739819]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.694545, 13.915724, 14.537184, 14.910109, 127.889288], [18.515381, 18.545991, 19.006090, 23.208501, 130.125750], [24.376323, 25.233391, 25.687865, 33.481406, 95.908190], [31.044619, 31.547143, 31.756867, 36.231580, 189.144606], [21.888524, 23.498266, 27.043226, 30.332192, 60.068526], [14.641569, 18.908298, 20.297067, 20.715429, 133.539024], [27.249445, 30.180718, 32.253295, 37.736235, 80.815991], [26.664722, 27.094290, 29.673710, 29.898069, 36.292478], [28.034201, 29.427156, 31.856307, 37.590399, 42.929343], [32.059438, 34.930750, 38.080721, 42.677170, 161.593173], [26.187708, 29.438720, 32.041491, 32.544976, 78.003180], [21.039694, 23.146241, 25.271272, 26.973832, 27.624039]]
### 2
fourier: [[26.919072, 27.458988, 29.102768, 37.753633, 100.094613], [42.053505, 42.365504, 43.869115, 50.657378, 50.897090], [16.235205, 16.352509, 16.900695, 20.724913, 21.580974], [35.005707, 39.670569, 41.487356, 44.443754, 166.639960], [35.916766, 39.458306, 46.273913, 47.701836, 186.149803], [18.810406, 18.998308, 19.000096, 20.567041, 93.696887], [24.923673, 26.376706, 27.117138, 33.413915, 44.679783], [12.016160, 12.362545, 12.394060, 14.035826, 95.566350], [12.232153, 12.486579, 12.931063, 14.678873, 76.365700], [10.843423, 11.324865, 11.822652, 12.373998, 25.605444], [34.244012, 38.334241, 44.909167, 49.802699, 157.247492], [24.922643, 26.143086, 26.572661, 26.881424, 165.808673]]
### 4
fourier: [[28.568474, 31.769285, 32.640889, 34.900950, 43.387376], [28.577217, 30.487954, 32.912036, 40.021023, 46.628331], [15.163603, 15.873225, 20.152812, 22.205084, 25.599381], [39.308544, 40.142662, 41.856887, 53.673127, 68.816933], [51.153787, 54.731452, 62.511087, 73.873760, 180.824308], [19.880366, 21.687914, 24.589941, 28.541405, 56.083200], [28.413964, 29.522221, 29.653749, 30.652680, 39.317460], [36.160600, 37.456239, 37.580033, 49.247142, 91.347103], [13.037672, 13.472658, 15.700822, 18.704554, 41.090212], [12.742562, 13.049918, 13.083057, 15.400087, 17.421817], [16.414963, 16.827982, 19.809128, 23.881822, 37.442200], [17.464832, 18.605922, 19.036434, 28.463768, 75.385355]]
### 6
fourier: [[17.642144, 18.253441, 20.460520, 20.685032, 25.348340], [19.761164, 20.801641, 22.212497, 23.024149, 27.120655], [26.898931, 30.131727, 30.837618, 32.463504, 226.260229], [27.725848, 28.953934, 29.315445, 30.486167, 32.262567], [26.086191, 27.389800, 30.373887, 31.201827, 36.832231], [22.147802, 22.648897, 23.330641, 24.059441, 29.394813], [15.877101, 16.678176, 17.250627, 18.145801, 22.445716], [5.137662, 5.610482, 5.655997, 6.011654, 7.935201], [31.575508, 33.350695, 34.554428, 42.110936, 58.534010], [20.412417, 22.060576, 24.296017, 28.829884, 53.496821], [48.935533, 49.549797, 49.829458, 53.005730, 56.518104], [34.333339, 37.248150, 37.801525, 38.365260, 46.747014]]
### 8
fourier: [[56.833906, 57.131117, 58.861569, 63.228903, 73.817142], [6.694799, 8.202830, 8.702402, 9.892173, 35.521277], [14.971600, 15.047343, 15.407723, 17.570803, 79.369434], [46.012747, 46.323707, 50.805877, 56.929784, 59.712153], [4.776093, 4.839307, 5.823259, 6.359858, 44.320953], [41.341611, 42.704701, 43.975184, 46.958921, 56.381167], [17.590654, 18.686884, 18.978623, 20.198596, 24.269314], [22.758454, 24.428127, 26.669551, 28.015041, 115.931659], [6.246906, 6.437352, 6.900165, 7.158394, 11.839475], [10.711566, 11.779880, 11.849708, 11.893872, 12.496195], [30.778545, 31.605746, 33.392913, 41.401208, 53.217808], [41.218254, 44.592738, 46.392415, 49.598721, 56.832108]]
### 10
fourier: [[22.234226, 22.261963, 24.046512, 28.724649, 75.715329], [19.408349, 20.329848, 20.446133, 22.643094, 98.319033], [56.906398, 58.333882, 61.102742, 74.730001, 150.229515], [7.873766, 7.950199, 8.421650, 9.197410, 46.713652], [8.803045, 8.917994, 8.966526, 10.321753, 55.074744], [28.787843, 29.508649, 31.727176, 37.668606, 57.789986], [45.593432, 48.864989, 49.304585, 60.866959, 63.424205], [12.231028, 12.586751, 13.132326, 14.366590, 40.465859], [14.925487, 16.637732, 17.886621, 20.874853, 54.708078], [12.484879, 13.022962, 13.352528, 14.191943, 62.728809], [18.431356, 18.454294, 19.043514, 19.350484, 21.139089], [47.978849, 50.727217, 51.797781, 63.232045, 94.754084]]
### 12
fourier: [[30.793405, 33.070325, 33.629875, 41.023547, 51.839948], [47.288413, 54.623775, 58.470209, 65.226994, 193.346156], [10.067187, 10.657767, 11.250630, 12.897554, 19.623199], [30.453483, 31.583979, 33.760803, 39.128275, 94.699595], [31.821149, 34.728579, 37.098869, 43.229051, 88.527189], [40.385480, 42.168892, 43.233512, 46.013385, 55.840772], [30.193883, 30.463419, 32.659527, 39.378951, 95.609751], [26.060346, 26.526126, 28.480997, 33.413222, 34.345871], [51.149394, 57.060434, 61.049184, 69.659714, 224.115607], [28.551552, 35.054673, 37.407091, 40.480579, 138.371425], [23.877455, 28.861005, 30.506512, 32.742920, 113.213802], [12.875925, 13.152297, 13.237749, 14.336634, 42.252588]]
### 14
fourier: [[64.619966, 65.672372, 69.558852, 83.739010, 146.737010], [41.765439, 42.500752, 44.556260, 52.300562, 122.350847], [60.766160, 63.617182, 68.155078, 78.653116, 204.724232], [30.440497, 30.593779, 32.928135, 39.281334, 70.149847], [71.949462, 80.298768, 86.022522, 98.185991, 246.985842], [59.761937, 64.402658, 69.164320, 79.826331, 176.046727], [41.305250, 42.664785, 45.797067, 54.043753, 117.474643], [46.507693, 57.902866, 61.793921, 68.016146, 217.105047], [47.330603, 48.549322, 51.872147, 60.641109, 164.092637], [29.730450, 36.975134, 39.337189, 42.771755, 155.029367], [68.970108, 69.589404, 74.121656, 88.842276, 175.387931], [41.333798, 45.557766, 48.717732, 55.623266, 150.448831]]
### 16
fourier: [[72.587073, 73.124857, 78.044102, 90.668784, 182.739819]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.67784583568573, "train_acc": 0.59, "val_loss": 0.7559840679168701, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6760126352310181, "train_acc": 0.59, "val_loss": 0.73934006690979, "val_acc": 0.44}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6608783006668091, "train_acc": 0.59, "val_loss": 0.5817299485206604, "val_acc": 0.74}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6172941029071808, "train_acc": 0.715, "val_loss": 0.8528904914855957, "val_acc": 0.7}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5226020961999893, "train_acc": 0.77, "val_loss": 0.41665661334991455, "val_acc": 0.82}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.4386045038700104, "train_acc": 0.83, "val_loss": 0.3915722966194153, "val_acc": 0.9}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.4618456959724426, "train_acc": 0.81, "val_loss": 0.32116249203681946, "val_acc": 0.9}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.3821495473384857, "train_acc": 0.81, "val_loss": 0.2471921145915985, "val_acc": 0.92}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.33549508452415466, "train_acc": 0.845, "val_loss": 0.27604836225509644, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.36098870635032654, "train_acc": 0.87, "val_loss": 0.3233855366706848, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.266117587685585, "train_acc": 0.9, "val_loss": 0.12790168821811676, "val_acc": 0.98}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.2648528069257736, "train_acc": 0.88, "val_loss": 0.12275705486536026, "val_acc": 0.98}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.21070369333028793, "train_acc": 0.895, "val_loss": 0.16105031967163086, "val_acc": 1.0}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.7559840679168701, "final_val_loss": 0.5817299485206604, "initial_val_acc": 0.44, "final_val_acc": 0.74, "best_val_acc": 0.74}, "improved_stage": {"initial_val_loss": 0.8528904914855957, "final_val_loss": 0.16105031967163086, "initial_val_acc": 0.7, "final_val_acc": 1.0, "best_val_acc": 1.0, "best_epoch": 12}, "improvement": 0.26, "first_improvement_epoch": 2}}
|
9,901
|
{"target_pattern": "starts_with", "degraded_accuracy": 0.48, "improved_accuracy": 0.82, "improvement": 0.33999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4581, "learning_rate": 0.04964052741044839, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "starts_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["starts_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[31.365322, 32.102667, 36.057596, 40.004161, 110.493621], [8.844913, 8.986131, 9.676401, 13.187527, 57.945742], [36.067889, 37.656644, 38.018648, 38.171867, 55.088325], [16.138233, 17.734739, 18.196347, 19.740543, 90.788169], [26.973584, 27.687425, 28.098622, 31.321837, 68.668345], [35.134130, 37.462385, 41.552004, 41.841793, 196.832256], [35.588783, 39.285073, 41.391457, 43.320610, 167.846567], [25.542548, 26.013106, 27.128992, 30.758467, 39.635612], [47.247825, 51.866910, 53.039669, 59.159118, 281.765575], [22.059241, 23.100388, 25.468105, 28.123201, 274.260451], [43.005828, 44.928580, 54.210680, 56.425189, 297.614421], [20.537828, 22.171890, 23.429257, 23.723995, 156.027217], [25.247092, 27.312298, 28.807247, 30.461381, 57.592824], [33.875833, 40.392527, 43.783470, 45.850090, 181.091861]]
### 2
fourier: [[47.611310, 49.441594, 51.374971, 55.902859, 346.996750], [96.310552, 99.155575, 106.190376, 113.354671, 473.148211], [42.119000, 46.500573, 46.811158, 48.633261, 318.664058], [21.879214, 23.099447, 26.914070, 27.710346, 150.534213], [40.313501, 41.710622, 44.198320, 49.006414, 236.430447], [28.408274, 30.870440, 32.338163, 33.036596, 130.631282], [44.176982, 44.258703, 46.005170, 46.184237, 186.843401], [75.794594, 79.516406, 90.931940, 92.438548, 359.113307], [86.844564, 92.590628, 107.617803, 108.304853, 409.157168], [14.572566, 14.693145, 14.712299, 15.449087, 45.758776], [77.791698, 88.400871, 89.793162, 92.523723, 497.469210], [43.679487, 46.287315, 46.976744, 50.737674, 291.522099], [73.991111, 79.744338, 90.525644, 92.271816, 383.060282], [107.144985, 115.631056, 128.980793, 134.084466, 443.154083]]
### 4
fourier: [[154.264698, 168.809839, 179.755555, 188.446872, 697.372913], [110.069449, 112.386517, 115.396707, 129.030742, 585.282971], [144.695927, 146.418772, 150.984704, 169.000676, 765.527192], [110.575697, 121.127683, 125.890621, 133.566511, 468.085432], [56.536139, 58.234584, 58.321735, 65.306920, 312.216751], [47.939497, 49.006032, 53.646488, 56.215227, 318.225600], [191.746513, 197.174759, 201.467330, 225.279421, 987.778240], [57.818476, 63.239148, 68.378666, 69.126061, 219.613278], [144.042256, 144.198892, 144.975396, 166.560799, 731.688315], [89.297252, 89.693677, 92.289043, 104.137569, 491.838973], [130.089268, 143.284255, 153.371050, 158.575469, 576.898591], [60.415203, 63.251228, 65.445054, 73.390731, 327.763925], [45.176223, 49.345473, 52.562986, 52.693279, 167.742980], [55.614587, 60.269309, 61.979404, 67.831556, 255.879254]]
### 6
fourier: [[66.076620, 67.798740, 68.501825, 77.950766, 297.972106], [130.103126, 138.734320, 142.151782, 156.927992, 590.448038], [70.231675, 71.298805, 71.708218, 81.901386, 328.977210], [139.441648, 140.575785, 142.369313, 162.466283, 673.145916], [103.111418, 104.951000, 104.980178, 120.871790, 493.670105], [82.074473, 83.385951, 84.302463, 95.981078, 362.264187], [137.863780, 140.852286, 141.565185, 162.240696, 660.818472], [147.128878, 154.884527, 156.486831, 175.692019, 669.112079], [127.810970, 129.681167, 131.182181, 150.356314, 606.204630], [60.425700, 60.721652, 61.781213, 70.291550, 322.125392], [68.360383, 69.287816, 69.599139, 80.527251, 325.842130], [45.949304, 50.328990, 52.909880, 55.980954, 196.796493], [58.868350, 63.115161, 64.790854, 71.094879, 264.317330], [126.881461, 129.686326, 129.961467, 148.878437, 591.047817]]
### 8
fourier: [[136.581892, 140.672988, 141.267622, 160.775349, 620.762670], [51.007876, 52.168441, 52.237309, 60.059588, 266.146856], [46.314023, 47.166938, 47.328200, 54.255025, 230.577702], [111.713967, 114.050231, 114.318334, 131.070533, 541.737584], [57.007645, 63.069454, 66.668321, 70.123768, 244.338405], [56.185198, 56.691224, 58.285269, 65.203284, 285.983122], [71.802024, 72.984578, 73.751509, 83.952000, 347.044068], [43.567761, 44.252826, 44.779922, 51.102519, 207.208939], [87.935469, 89.935922, 90.372910, 103.614105, 413.796127], [15.866302, 15.980992, 16.223762, 18.485016, 81.681576], [138.528435, 143.180314, 143.598837, 163.313427, 606.034452], [86.572957, 90.477507, 90.670991, 102.491665, 401.363807], [8.613349, 8.643011, 8.740799, 9.804789, 52.235440], [61.865939, 64.645097, 64.950614, 73.418787, 261.772867]]
### 10
fourier: [[57.396448, 57.859167, 58.609330, 66.981732, 281.112002], [55.012465, 55.231152, 56.117501, 64.113246, 277.397849], [28.385054, 31.273838, 32.842096, 34.755409, 130.588562], [53.783911, 53.909454, 54.857946, 62.566350, 252.951901], [5.805349, 5.826351, 6.660441, 7.471308, 44.979780], [39.319599, 40.196912, 40.459832, 46.252496, 200.405352], [152.181268, 152.795329, 155.097010, 177.542335, 668.233744], [49.045919, 51.171820, 51.292250, 58.038047, 227.984699], [99.895151, 100.221181, 101.736753, 116.547055, 443.430429], [51.020009, 52.757487, 52.867803, 60.125312, 244.203373], [17.567030, 17.991534, 18.029626, 20.653934, 92.447588], [81.905204, 83.323543, 83.884062, 96.341411, 361.372631], [19.833678, 19.965685, 20.492351, 23.023827, 109.111781], [86.211679, 87.382132, 88.238303, 101.124917, 414.971468]]
### 12
fourier: [[127.009720, 128.324167, 129.801015, 148.930365, 542.967333], [103.415238, 104.714673, 105.806499, 121.391725, 474.526858], [16.944159, 17.242757, 17.284735, 19.895407, 100.545339], [35.032368, 35.841082, 35.954294, 41.343905, 166.486439], [26.661930, 26.693431, 27.136855, 31.059353, 90.044585], [108.953312, 111.265519, 111.417616, 128.149400, 481.449193], [27.520850, 27.842470, 28.159873, 32.185731, 149.712730], [104.603656, 105.847045, 106.970264, 122.763188, 481.732334], [135.447267, 138.354891, 138.849661, 159.781419, 604.718083], [69.280913, 69.429301, 71.016071, 80.544241, 343.011230], [63.668295, 64.207383, 65.008114, 74.520286, 319.877334], [57.883288, 57.945788, 59.373439, 67.248506, 257.850233], [37.513042, 37.718048, 38.286026, 43.855979, 145.942540], [64.266720, 64.657541, 65.828812, 74.929219, 269.835294]]
### 14
fourier: [[117.764043, 120.290626, 120.801694, 137.698415, 535.011738], [48.513913, 48.834319, 49.345396, 57.088533, 230.994409], [26.751279, 27.423216, 27.584146, 31.454665, 137.114577], [8.475215, 8.701889, 8.918510, 10.397394, 53.159500], [27.893735, 28.537476, 28.558419, 32.778819, 128.589423], [142.066843, 145.006408, 145.985246, 165.544084, 596.022270], [41.929204, 42.590603, 43.074068, 48.843966, 198.378998], [87.619052, 89.528351, 89.616636, 102.956066, 423.137873], [5.462683, 5.515597, 5.597968, 6.418222, 43.179060], [44.235817, 45.306746, 45.529796, 52.040601, 220.421740], [142.435900, 145.563724, 145.947898, 166.843631, 614.821798], [82.426026, 83.961538, 84.501870, 96.392110, 385.426505], [41.604759, 42.178605, 42.536461, 49.026652, 214.171440], [168.346533, 172.207234, 172.255358, 197.739273, 728.784016]]
### 16
fourier: [[73.912633, 75.483411, 75.792203, 86.491395, 314.726077], [75.731951, 77.651209, 77.972147, 88.043614, 332.561476], [57.550561, 58.997449, 59.248444, 66.912904, 257.065849], [93.598286, 95.634192, 96.025465, 109.441225, 394.211657], [46.827873, 48.029663, 48.236738, 54.110489, 215.490727], [38.491257, 39.390360, 39.556122, 44.883136, 169.567376], [85.652446, 87.571010, 87.930813, 100.045269, 402.348840], [59.618230, 61.037594, 61.287045, 69.484725, 275.012881], [14.689441, 15.033239, 15.098915, 17.122487, 88.851768], [13.742807, 13.947751, 14.007392, 15.557541, 71.777438], [28.422295, 28.983317, 29.086941, 33.369503, 115.144130], [64.921716, 66.629440, 66.899421, 75.372247, 292.869867], [75.075611, 76.760065, 77.068992, 87.699484, 319.228267], [10.491151, 10.788261, 10.816919, 12.172499, 51.848568]]
### 18
fourier: [[49.645229, 50.812079, 51.119175, 57.648529, 175.404815]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
starts_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[31.365322, 32.102667, 36.057596, 40.004161, 110.493621], [8.844913, 8.986131, 9.676401, 13.187527, 57.945742], [36.067889, 37.656644, 38.018648, 38.171867, 55.088325], [16.138233, 17.734739, 18.196347, 19.740543, 90.788169], [26.973584, 27.687425, 28.098622, 31.321837, 68.668345], [35.134130, 37.462385, 41.552004, 41.841793, 196.832256], [35.588783, 39.285073, 41.391457, 43.320610, 167.846567], [25.542548, 26.013106, 27.128992, 30.758467, 39.635612], [47.247825, 51.866910, 53.039669, 59.159118, 281.765575], [22.059241, 23.100388, 25.468105, 28.123201, 274.260451], [43.005828, 44.928580, 54.210680, 56.425189, 297.614421], [20.537828, 22.171890, 23.429257, 23.723995, 156.027217], [25.247092, 27.312298, 28.807247, 30.461381, 57.592824], [33.875833, 40.392527, 43.783470, 45.850090, 181.091861]]
### 2
fourier: [[47.611310, 49.441594, 51.374971, 55.902859, 346.996750], [96.310552, 99.155575, 106.190376, 113.354671, 473.148211], [42.119000, 46.500573, 46.811158, 48.633261, 318.664058], [21.879214, 23.099447, 26.914070, 27.710346, 150.534213], [40.313501, 41.710622, 44.198320, 49.006414, 236.430447], [28.408274, 30.870440, 32.338163, 33.036596, 130.631282], [44.176982, 44.258703, 46.005170, 46.184237, 186.843401], [75.794594, 79.516406, 90.931940, 92.438548, 359.113307], [86.844564, 92.590628, 107.617803, 108.304853, 409.157168], [14.572566, 14.693145, 14.712299, 15.449087, 45.758776], [77.791698, 88.400871, 89.793162, 92.523723, 497.469210], [43.679487, 46.287315, 46.976744, 50.737674, 291.522099], [73.991111, 79.744338, 90.525644, 92.271816, 383.060282], [107.144985, 115.631056, 128.980793, 134.084466, 443.154083]]
### 4
fourier: [[154.264698, 168.809839, 179.755555, 188.446872, 697.372913], [110.069449, 112.386517, 115.396707, 129.030742, 585.282971], [144.695927, 146.418772, 150.984704, 169.000676, 765.527192], [110.575697, 121.127683, 125.890621, 133.566511, 468.085432], [56.536139, 58.234584, 58.321735, 65.306920, 312.216751], [47.939497, 49.006032, 53.646488, 56.215227, 318.225600], [191.746513, 197.174759, 201.467330, 225.279421, 987.778240], [57.818476, 63.239148, 68.378666, 69.126061, 219.613278], [144.042256, 144.198892, 144.975396, 166.560799, 731.688315], [89.297252, 89.693677, 92.289043, 104.137569, 491.838973], [130.089268, 143.284255, 153.371050, 158.575469, 576.898591], [60.415203, 63.251228, 65.445054, 73.390731, 327.763925], [45.176223, 49.345473, 52.562986, 52.693279, 167.742980], [55.614587, 60.269309, 61.979404, 67.831556, 255.879254]]
### 6
fourier: [[66.076620, 67.798740, 68.501825, 77.950766, 297.972106], [130.103126, 138.734320, 142.151782, 156.927992, 590.448038], [70.231675, 71.298805, 71.708218, 81.901386, 328.977210], [139.441648, 140.575785, 142.369313, 162.466283, 673.145916], [103.111418, 104.951000, 104.980178, 120.871790, 493.670105], [82.074473, 83.385951, 84.302463, 95.981078, 362.264187], [137.863780, 140.852286, 141.565185, 162.240696, 660.818472], [147.128878, 154.884527, 156.486831, 175.692019, 669.112079], [127.810970, 129.681167, 131.182181, 150.356314, 606.204630], [60.425700, 60.721652, 61.781213, 70.291550, 322.125392], [68.360383, 69.287816, 69.599139, 80.527251, 325.842130], [45.949304, 50.328990, 52.909880, 55.980954, 196.796493], [58.868350, 63.115161, 64.790854, 71.094879, 264.317330], [126.881461, 129.686326, 129.961467, 148.878437, 591.047817]]
### 8
fourier: [[136.581892, 140.672988, 141.267622, 160.775349, 620.762670], [51.007876, 52.168441, 52.237309, 60.059588, 266.146856], [46.314023, 47.166938, 47.328200, 54.255025, 230.577702], [111.713967, 114.050231, 114.318334, 131.070533, 541.737584], [57.007645, 63.069454, 66.668321, 70.123768, 244.338405], [56.185198, 56.691224, 58.285269, 65.203284, 285.983122], [71.802024, 72.984578, 73.751509, 83.952000, 347.044068], [43.567761, 44.252826, 44.779922, 51.102519, 207.208939], [87.935469, 89.935922, 90.372910, 103.614105, 413.796127], [15.866302, 15.980992, 16.223762, 18.485016, 81.681576], [138.528435, 143.180314, 143.598837, 163.313427, 606.034452], [86.572957, 90.477507, 90.670991, 102.491665, 401.363807], [8.613349, 8.643011, 8.740799, 9.804789, 52.235440], [61.865939, 64.645097, 64.950614, 73.418787, 261.772867]]
### 10
fourier: [[57.396448, 57.859167, 58.609330, 66.981732, 281.112002], [55.012465, 55.231152, 56.117501, 64.113246, 277.397849], [28.385054, 31.273838, 32.842096, 34.755409, 130.588562], [53.783911, 53.909454, 54.857946, 62.566350, 252.951901], [5.805349, 5.826351, 6.660441, 7.471308, 44.979780], [39.319599, 40.196912, 40.459832, 46.252496, 200.405352], [152.181268, 152.795329, 155.097010, 177.542335, 668.233744], [49.045919, 51.171820, 51.292250, 58.038047, 227.984699], [99.895151, 100.221181, 101.736753, 116.547055, 443.430429], [51.020009, 52.757487, 52.867803, 60.125312, 244.203373], [17.567030, 17.991534, 18.029626, 20.653934, 92.447588], [81.905204, 83.323543, 83.884062, 96.341411, 361.372631], [19.833678, 19.965685, 20.492351, 23.023827, 109.111781], [86.211679, 87.382132, 88.238303, 101.124917, 414.971468]]
### 12
fourier: [[127.009720, 128.324167, 129.801015, 148.930365, 542.967333], [103.415238, 104.714673, 105.806499, 121.391725, 474.526858], [16.944159, 17.242757, 17.284735, 19.895407, 100.545339], [35.032368, 35.841082, 35.954294, 41.343905, 166.486439], [26.661930, 26.693431, 27.136855, 31.059353, 90.044585], [108.953312, 111.265519, 111.417616, 128.149400, 481.449193], [27.520850, 27.842470, 28.159873, 32.185731, 149.712730], [104.603656, 105.847045, 106.970264, 122.763188, 481.732334], [135.447267, 138.354891, 138.849661, 159.781419, 604.718083], [69.280913, 69.429301, 71.016071, 80.544241, 343.011230], [63.668295, 64.207383, 65.008114, 74.520286, 319.877334], [57.883288, 57.945788, 59.373439, 67.248506, 257.850233], [37.513042, 37.718048, 38.286026, 43.855979, 145.942540], [64.266720, 64.657541, 65.828812, 74.929219, 269.835294]]
### 14
fourier: [[117.764043, 120.290626, 120.801694, 137.698415, 535.011738], [48.513913, 48.834319, 49.345396, 57.088533, 230.994409], [26.751279, 27.423216, 27.584146, 31.454665, 137.114577], [8.475215, 8.701889, 8.918510, 10.397394, 53.159500], [27.893735, 28.537476, 28.558419, 32.778819, 128.589423], [142.066843, 145.006408, 145.985246, 165.544084, 596.022270], [41.929204, 42.590603, 43.074068, 48.843966, 198.378998], [87.619052, 89.528351, 89.616636, 102.956066, 423.137873], [5.462683, 5.515597, 5.597968, 6.418222, 43.179060], [44.235817, 45.306746, 45.529796, 52.040601, 220.421740], [142.435900, 145.563724, 145.947898, 166.843631, 614.821798], [82.426026, 83.961538, 84.501870, 96.392110, 385.426505], [41.604759, 42.178605, 42.536461, 49.026652, 214.171440], [168.346533, 172.207234, 172.255358, 197.739273, 728.784016]]
### 16
fourier: [[73.912633, 75.483411, 75.792203, 86.491395, 314.726077], [75.731951, 77.651209, 77.972147, 88.043614, 332.561476], [57.550561, 58.997449, 59.248444, 66.912904, 257.065849], [93.598286, 95.634192, 96.025465, 109.441225, 394.211657], [46.827873, 48.029663, 48.236738, 54.110489, 215.490727], [38.491257, 39.390360, 39.556122, 44.883136, 169.567376], [85.652446, 87.571010, 87.930813, 100.045269, 402.348840], [59.618230, 61.037594, 61.287045, 69.484725, 275.012881], [14.689441, 15.033239, 15.098915, 17.122487, 88.851768], [13.742807, 13.947751, 14.007392, 15.557541, 71.777438], [28.422295, 28.983317, 29.086941, 33.369503, 115.144130], [64.921716, 66.629440, 66.899421, 75.372247, 292.869867], [75.075611, 76.760065, 77.068992, 87.699484, 319.228267], [10.491151, 10.788261, 10.816919, 12.172499, 51.848568]]
### 18
fourier: [[49.645229, 50.812079, 51.119175, 57.648529, 175.404815]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
starts_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6887429654598236, "train_acc": 0.52, "val_loss": 0.7518163919448853, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6862407922744751, "train_acc": 0.58, "val_loss": 0.7208622694015503, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6779620349407196, "train_acc": 0.58, "val_loss": 0.7064958810806274, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6959800720214844, "train_acc": 0.505, "val_loss": 0.6715551018714905, "val_acc": 0.48}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6679872572422028, "train_acc": 0.505, "val_loss": 0.6359505653381348, "val_acc": 0.6}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6281172931194305, "train_acc": 0.66, "val_loss": 0.6026434898376465, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6014050543308258, "train_acc": 0.715, "val_loss": 0.5731104016304016, "val_acc": 0.72}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.5477057993412018, "train_acc": 0.715, "val_loss": 0.5198447704315186, "val_acc": 0.74}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.5186005532741547, "train_acc": 0.73, "val_loss": 0.4790537357330322, "val_acc": 0.82}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.49143457412719727, "train_acc": 0.755, "val_loss": 0.5525784492492676, "val_acc": 0.76}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.4820127487182617, "train_acc": 0.765, "val_loss": 0.5406479835510254, "val_acc": 0.8}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.45989955961704254, "train_acc": 0.775, "val_loss": 0.5667849779129028, "val_acc": 0.8}], "summary": {"total_epochs": 12, "degraded_epochs": 3, "improved_epochs": 9, "patterns": ["starts_with"], "degraded_stage": {"initial_val_loss": 0.7518163919448853, "final_val_loss": 0.7064958810806274, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.6715551018714905, "final_val_loss": 0.5667849779129028, "initial_val_acc": 0.48, "final_val_acc": 0.8, "best_val_acc": 0.82, "best_epoch": 8}, "improvement": 0.33999999999999997, "first_improvement_epoch": 2}}
|
9,902
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.36, "improved_accuracy": 0.76, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4781, "learning_rate": 0.06877027332311982, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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[
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## Activation Signature
### 0
fourier: [[30.677989, 32.223504, 32.293534, 38.607666, 49.816174], [17.868794, 20.176514, 20.891055, 20.945905, 168.291680], [36.283104, 37.182415, 41.231429, 47.665878, 344.995797], [26.246586, 30.219565, 32.128472, 44.691581, 77.483396], [16.850062, 16.934258, 16.947806, 18.571475, 21.489567], [26.923374, 28.423293, 28.990240, 29.775862, 113.509925], [17.950858, 19.541579, 20.374621, 22.100525, 144.251645], [33.289202, 33.796057, 34.748883, 35.255825, 211.232404], [29.811756, 30.057222, 33.527765, 35.270256, 278.772651], [38.959005, 39.127959, 40.468275, 48.287636, 188.893748], [15.759253, 18.569503, 19.087003, 20.057899, 162.121868], [28.813035, 29.725388, 32.380502, 33.361777, 59.954650]]
### 2
fourier: [[13.340067, 14.073982, 15.217437, 16.677864, 18.803709], [10.466886, 10.483967, 11.429797, 12.962406, 48.714286], [26.577033, 27.456746, 27.720890, 29.055778, 187.566505], [42.020849, 42.556915, 43.790441, 46.975492, 292.299936], [18.745722, 19.561481, 21.445270, 24.107161, 101.788216], [15.524118, 16.210526, 16.338439, 17.467734, 49.347704], [44.121076, 46.048971, 48.577087, 50.194024, 252.910970], [35.706292, 36.687081, 40.730761, 47.012260, 315.038954], [40.720016, 43.463948, 43.700836, 50.628915, 231.278691], [19.699034, 20.480860, 21.720818, 22.769807, 175.444789], [34.381438, 36.611734, 39.577311, 42.632598, 160.848777], [9.274167, 10.670345, 10.987362, 12.668276, 32.005318]]
### 4
fourier: [[94.931498, 102.629851, 105.814492, 108.181356, 689.041769], [10.239491, 10.743508, 10.983237, 13.625381, 68.028033], [12.242746, 13.323710, 14.422213, 19.107896, 25.914947], [66.345051, 68.249613, 73.838211, 75.706569, 321.190700], [10.992251, 11.683844, 11.694723, 11.827403, 84.255821], [46.053673, 46.321196, 51.034707, 53.357216, 206.347606], [29.369594, 30.285831, 31.931906, 35.359156, 236.440273], [77.567116, 85.826932, 86.251212, 92.820115, 564.518009], [14.283676, 16.670619, 17.452351, 21.600704, 22.847008], [27.144326, 27.427241, 29.650381, 31.658958, 234.680958], [14.445206, 16.032954, 17.479451, 17.496648, 147.473829], [15.786006, 17.061148, 17.123200, 17.439678, 191.519512]]
### 6
fourier: [[30.742587, 35.434419, 40.670644, 46.081139, 49.782639], [43.657381, 47.116377, 53.938212, 56.316502, 172.235846], [20.721584, 20.751916, 24.059205, 24.490401, 44.523485], [53.211443, 58.152391, 59.038125, 59.227631, 358.685556], [2.775650, 3.025551, 3.110576, 4.001598, 5.697740], [61.853164, 69.394975, 69.561476, 70.277568, 409.330952], [33.069334, 36.722701, 42.128096, 45.240138, 115.823629], [4.900416, 5.108744, 5.652006, 6.177997, 8.573249], [59.778564, 64.936215, 66.048580, 68.317517, 349.593853], [44.103981, 50.878327, 58.318128, 65.143641, 106.561877], [23.515898, 25.499139, 25.642500, 26.046062, 174.334298], [42.820068, 46.092982, 47.533071, 47.565009, 315.816486]]
### 8
fourier: [[6.289703, 6.329808, 6.387835, 7.121868, 35.801123], [44.776519, 46.013279, 47.932079, 47.949558, 135.310095], [80.213378, 83.429498, 86.042026, 86.308301, 253.365015], [24.722990, 26.633485, 26.795356, 28.128914, 92.032990], [36.411210, 36.738891, 38.132158, 38.629951, 89.570269], [44.843722, 46.085552, 47.760461, 47.863895, 138.849233], [47.262735, 49.231789, 50.820492, 50.826623, 168.303402], [26.811580, 28.790121, 29.461519, 30.702282, 85.015386], [4.234077, 4.286016, 4.412063, 4.707646, 19.043167], [20.441821, 20.540922, 21.065869, 22.079840, 61.686293], [14.211704, 14.951967, 15.167327, 15.832008, 43.262544], [26.961861, 27.408949, 28.244706, 28.860537, 49.234795]]
### 10
fourier: [[111.375709, 113.649830, 115.011364, 121.291732, 397.963294], [4.859685, 4.930397, 5.873012, 6.847070, 116.842110], [68.917548, 70.101318, 70.276327, 75.202990, 209.882533], [52.967287, 55.704722, 56.618290, 59.772660, 141.675336], [31.449055, 32.027080, 32.414934, 34.727266, 86.551525], [31.520946, 32.762864, 33.490114, 35.323459, 64.387205], [33.116266, 33.131749, 36.391597, 36.989856, 38.174308], [20.910483, 21.429845, 22.074217, 22.396640, 54.439817], [77.059000, 77.836030, 78.093760, 83.991517, 220.886651], [24.000484, 24.082260, 24.737895, 26.300782, 57.612316], [36.709847, 37.314719, 38.377278, 40.559580, 90.586054], [31.083176, 31.162040, 31.627362, 33.694112, 88.831881]]
### 12
fourier: [[25.348967, 25.756664, 26.477957, 28.146457, 107.814460], [62.315691, 62.746983, 64.324328, 69.344724, 206.834261], [96.840352, 102.358541, 104.070220, 109.005658, 265.471485], [6.235909, 6.809637, 7.355429, 7.808996, 40.670151], [73.632296, 73.680543, 75.564845, 81.210726, 237.395081], [63.783971, 64.045842, 65.229370, 71.082607, 249.794271], [77.786209, 78.506672, 79.271766, 85.460676, 241.718281], [81.603881, 84.349465, 85.839061, 90.602891, 272.538093], [98.693544, 99.503285, 101.791850, 109.054911, 315.207789], [100.780433, 101.455237, 102.106980, 110.625948, 357.254370], [31.058907, 31.217389, 31.261658, 33.831204, 96.629877], [3.557573, 3.678421, 4.101745, 4.519838, 4.928125]]
### 14
fourier: [[37.298103, 37.388304, 38.336268, 40.469121, 177.441162], [24.832160, 26.349404, 27.428026, 29.570365, 106.088993], [26.220589, 27.102089, 28.227863, 30.209903, 107.592231], [69.340232, 70.298389, 70.528629, 75.929379, 256.281587], [78.800477, 80.469008, 82.848261, 88.880200, 292.230509], [40.204605, 40.247344, 41.768218, 45.140264, 138.672603], [63.011111, 63.188286, 63.995574, 69.467914, 207.556639], [90.771902, 91.087908, 92.926981, 100.139406, 386.087848], [54.380605, 54.895115, 57.013802, 61.407668, 175.802979], [101.724285, 101.907824, 105.537075, 113.618710, 371.915334], [28.823318, 29.362806, 29.440831, 31.661325, 83.640714], [40.732252, 42.037748, 42.527038, 45.383938, 109.567208]]
### 16
fourier: [[29.059764, 29.295384, 30.343333, 32.735060, 60.190417]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[30.677989, 32.223504, 32.293534, 38.607666, 49.816174], [17.868794, 20.176514, 20.891055, 20.945905, 168.291680], [36.283104, 37.182415, 41.231429, 47.665878, 344.995797], [26.246586, 30.219565, 32.128472, 44.691581, 77.483396], [16.850062, 16.934258, 16.947806, 18.571475, 21.489567], [26.923374, 28.423293, 28.990240, 29.775862, 113.509925], [17.950858, 19.541579, 20.374621, 22.100525, 144.251645], [33.289202, 33.796057, 34.748883, 35.255825, 211.232404], [29.811756, 30.057222, 33.527765, 35.270256, 278.772651], [38.959005, 39.127959, 40.468275, 48.287636, 188.893748], [15.759253, 18.569503, 19.087003, 20.057899, 162.121868], [28.813035, 29.725388, 32.380502, 33.361777, 59.954650]]
### 2
fourier: [[13.340067, 14.073982, 15.217437, 16.677864, 18.803709], [10.466886, 10.483967, 11.429797, 12.962406, 48.714286], [26.577033, 27.456746, 27.720890, 29.055778, 187.566505], [42.020849, 42.556915, 43.790441, 46.975492, 292.299936], [18.745722, 19.561481, 21.445270, 24.107161, 101.788216], [15.524118, 16.210526, 16.338439, 17.467734, 49.347704], [44.121076, 46.048971, 48.577087, 50.194024, 252.910970], [35.706292, 36.687081, 40.730761, 47.012260, 315.038954], [40.720016, 43.463948, 43.700836, 50.628915, 231.278691], [19.699034, 20.480860, 21.720818, 22.769807, 175.444789], [34.381438, 36.611734, 39.577311, 42.632598, 160.848777], [9.274167, 10.670345, 10.987362, 12.668276, 32.005318]]
### 4
fourier: [[94.931498, 102.629851, 105.814492, 108.181356, 689.041769], [10.239491, 10.743508, 10.983237, 13.625381, 68.028033], [12.242746, 13.323710, 14.422213, 19.107896, 25.914947], [66.345051, 68.249613, 73.838211, 75.706569, 321.190700], [10.992251, 11.683844, 11.694723, 11.827403, 84.255821], [46.053673, 46.321196, 51.034707, 53.357216, 206.347606], [29.369594, 30.285831, 31.931906, 35.359156, 236.440273], [77.567116, 85.826932, 86.251212, 92.820115, 564.518009], [14.283676, 16.670619, 17.452351, 21.600704, 22.847008], [27.144326, 27.427241, 29.650381, 31.658958, 234.680958], [14.445206, 16.032954, 17.479451, 17.496648, 147.473829], [15.786006, 17.061148, 17.123200, 17.439678, 191.519512]]
### 6
fourier: [[30.742587, 35.434419, 40.670644, 46.081139, 49.782639], [43.657381, 47.116377, 53.938212, 56.316502, 172.235846], [20.721584, 20.751916, 24.059205, 24.490401, 44.523485], [53.211443, 58.152391, 59.038125, 59.227631, 358.685556], [2.775650, 3.025551, 3.110576, 4.001598, 5.697740], [61.853164, 69.394975, 69.561476, 70.277568, 409.330952], [33.069334, 36.722701, 42.128096, 45.240138, 115.823629], [4.900416, 5.108744, 5.652006, 6.177997, 8.573249], [59.778564, 64.936215, 66.048580, 68.317517, 349.593853], [44.103981, 50.878327, 58.318128, 65.143641, 106.561877], [23.515898, 25.499139, 25.642500, 26.046062, 174.334298], [42.820068, 46.092982, 47.533071, 47.565009, 315.816486]]
### 8
fourier: [[6.289703, 6.329808, 6.387835, 7.121868, 35.801123], [44.776519, 46.013279, 47.932079, 47.949558, 135.310095], [80.213378, 83.429498, 86.042026, 86.308301, 253.365015], [24.722990, 26.633485, 26.795356, 28.128914, 92.032990], [36.411210, 36.738891, 38.132158, 38.629951, 89.570269], [44.843722, 46.085552, 47.760461, 47.863895, 138.849233], [47.262735, 49.231789, 50.820492, 50.826623, 168.303402], [26.811580, 28.790121, 29.461519, 30.702282, 85.015386], [4.234077, 4.286016, 4.412063, 4.707646, 19.043167], [20.441821, 20.540922, 21.065869, 22.079840, 61.686293], [14.211704, 14.951967, 15.167327, 15.832008, 43.262544], [26.961861, 27.408949, 28.244706, 28.860537, 49.234795]]
### 10
fourier: [[111.375709, 113.649830, 115.011364, 121.291732, 397.963294], [4.859685, 4.930397, 5.873012, 6.847070, 116.842110], [68.917548, 70.101318, 70.276327, 75.202990, 209.882533], [52.967287, 55.704722, 56.618290, 59.772660, 141.675336], [31.449055, 32.027080, 32.414934, 34.727266, 86.551525], [31.520946, 32.762864, 33.490114, 35.323459, 64.387205], [33.116266, 33.131749, 36.391597, 36.989856, 38.174308], [20.910483, 21.429845, 22.074217, 22.396640, 54.439817], [77.059000, 77.836030, 78.093760, 83.991517, 220.886651], [24.000484, 24.082260, 24.737895, 26.300782, 57.612316], [36.709847, 37.314719, 38.377278, 40.559580, 90.586054], [31.083176, 31.162040, 31.627362, 33.694112, 88.831881]]
### 12
fourier: [[25.348967, 25.756664, 26.477957, 28.146457, 107.814460], [62.315691, 62.746983, 64.324328, 69.344724, 206.834261], [96.840352, 102.358541, 104.070220, 109.005658, 265.471485], [6.235909, 6.809637, 7.355429, 7.808996, 40.670151], [73.632296, 73.680543, 75.564845, 81.210726, 237.395081], [63.783971, 64.045842, 65.229370, 71.082607, 249.794271], [77.786209, 78.506672, 79.271766, 85.460676, 241.718281], [81.603881, 84.349465, 85.839061, 90.602891, 272.538093], [98.693544, 99.503285, 101.791850, 109.054911, 315.207789], [100.780433, 101.455237, 102.106980, 110.625948, 357.254370], [31.058907, 31.217389, 31.261658, 33.831204, 96.629877], [3.557573, 3.678421, 4.101745, 4.519838, 4.928125]]
### 14
fourier: [[37.298103, 37.388304, 38.336268, 40.469121, 177.441162], [24.832160, 26.349404, 27.428026, 29.570365, 106.088993], [26.220589, 27.102089, 28.227863, 30.209903, 107.592231], [69.340232, 70.298389, 70.528629, 75.929379, 256.281587], [78.800477, 80.469008, 82.848261, 88.880200, 292.230509], [40.204605, 40.247344, 41.768218, 45.140264, 138.672603], [63.011111, 63.188286, 63.995574, 69.467914, 207.556639], [90.771902, 91.087908, 92.926981, 100.139406, 386.087848], [54.380605, 54.895115, 57.013802, 61.407668, 175.802979], [101.724285, 101.907824, 105.537075, 113.618710, 371.915334], [28.823318, 29.362806, 29.440831, 31.661325, 83.640714], [40.732252, 42.037748, 42.527038, 45.383938, 109.567208]]
### 16
fourier: [[29.059764, 29.295384, 30.343333, 32.735060, 60.190417]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6982936859130859, "train_acc": 0.495, "val_loss": 1.2405977249145508, "val_acc": 0.36}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7391446828842163, "train_acc": 0.615, "val_loss": 0.7425640821456909, "val_acc": 0.36}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6897484660148621, "train_acc": 0.545, "val_loss": 0.6688543558120728, "val_acc": 0.64}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.7019410729408264, "train_acc": 0.465, "val_loss": 0.7372769117355347, "val_acc": 0.36}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6345815062522888, "train_acc": 0.535, "val_loss": 0.6244984269142151, "val_acc": 0.32}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.5257463455200195, "train_acc": 0.63, "val_loss": 2.959414482116699, "val_acc": 0.48}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 1.341090902686119, "train_acc": 0.705, "val_loss": 0.5611868500709534, "val_acc": 0.76}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.6300025582313538, "train_acc": 0.63, "val_loss": 0.6262919902801514, "val_acc": 0.7}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.720523476600647, "train_acc": 0.5, "val_loss": 0.6747332215309143, "val_acc": 0.64}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.7100991308689117, "train_acc": 0.49, "val_loss": 0.8502680063247681, "val_acc": 0.28}], "summary": {"total_epochs": 10, "degraded_epochs": 2, "improved_epochs": 8, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 1.2405977249145508, "final_val_loss": 0.7425640821456909, "initial_val_acc": 0.36, "final_val_acc": 0.36, "best_val_acc": 0.36}, "improved_stage": {"initial_val_loss": 0.6688543558120728, "final_val_loss": 0.8502680063247681, "initial_val_acc": 0.64, "final_val_acc": 0.28, "best_val_acc": 0.76, "best_epoch": 6}, "improvement": 0.4, "first_improvement_epoch": 1}}
|
9,903
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.48, "improved_accuracy": 0.86, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9387, "learning_rate": 0.07840516750527925, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.176205, 18.229630, 18.322258, 18.918987, 78.476543], [39.024884, 41.738182, 43.889623, 46.346540, 49.703777], [32.337814, 44.199167, 44.277181, 44.866300, 300.494614], [75.946389, 77.486189, 77.590170, 97.039970, 701.366479], [30.600292, 30.842919, 32.648946, 34.857319, 266.600067], [17.996810, 18.910498, 20.678644, 21.826165, 51.743585], [15.972850, 16.037619, 16.799732, 17.786764, 132.851449], [30.417877, 30.470190, 34.111404, 38.747817, 68.028875], [21.124888, 21.576618, 22.304482, 22.847295, 83.696378], [21.771159, 22.470072, 22.585715, 25.820143, 149.621899], [39.650439, 40.067099, 50.340905, 51.595186, 255.126634], [35.163071, 35.661050, 36.584499, 58.691291, 113.077318], [26.641445, 28.872643, 31.403482, 34.119643, 127.998600], [28.064515, 28.455290, 28.603676, 33.264673, 233.679237]]
### 2
fourier: [[34.029844, 34.931062, 45.357146, 47.458308, 300.529541], [19.100497, 19.125418, 20.905271, 22.166077, 208.852128], [28.290704, 31.833246, 34.995197, 37.407193, 122.536011], [20.993382, 21.052296, 26.988494, 27.368177, 102.835316], [20.670139, 21.382876, 24.651035, 27.147325, 84.782870], [30.420101, 31.787367, 33.614738, 35.872190, 153.109118], [42.925436, 47.648190, 52.546894, 53.784592, 387.447297], [33.591438, 35.129028, 35.482874, 36.021850, 213.212925], [32.697592, 33.066058, 33.153378, 37.800072, 291.547141], [19.341504, 19.582937, 24.724748, 25.165013, 121.855002], [33.082522, 35.292794, 35.496381, 37.171926, 232.636162], [27.323063, 29.987044, 36.277999, 36.658166, 214.114338], [43.838740, 44.578659, 53.171639, 54.292169, 219.943395], [33.315412, 37.481290, 39.510948, 41.147775, 171.977792]]
### 4
fourier: [[8.282130, 9.111466, 9.232135, 9.697574, 10.121395], [23.169758, 25.518712, 26.121792, 29.117970, 177.110985], [12.793894, 12.803468, 13.933026, 15.461100, 63.557440], [18.546872, 21.422523, 22.074754, 25.235336, 146.697016], [23.109352, 24.371360, 25.010392, 28.980905, 169.600123], [27.082582, 28.680411, 28.842342, 33.589360, 178.459319], [7.850158, 7.990922, 8.532871, 8.792398, 10.124957], [29.847551, 31.937331, 32.468897, 37.558207, 221.114135], [15.447099, 15.825673, 17.652988, 19.133403, 128.569184], [21.792686, 22.502071, 23.057259, 27.728246, 150.661991], [2.090362, 2.303470, 2.304574, 2.540476, 49.454116], [4.062071, 4.088260, 4.127123, 4.407354, 17.779320], [10.548911, 11.041546, 12.504248, 12.715554, 103.062251], [25.345143, 26.077763, 29.971101, 31.583302, 143.691971]]
### 6
fourier: [[7.605669, 7.781687, 8.114923, 9.951608, 87.793103], [2.512396, 2.571594, 2.728062, 2.979291, 4.512574], [10.324329, 10.333005, 10.701846, 12.061264, 101.144001], [8.927479, 9.432937, 9.614433, 9.868583, 144.486265], [2.441926, 2.565809, 3.010559, 3.186544, 11.355322], [6.136261, 6.254994, 6.945948, 7.004159, 108.670919], [3.512201, 3.875398, 4.127346, 4.555905, 33.369974], [3.760233, 4.520685, 4.546817, 5.420343, 23.642969], [6.087703, 6.088749, 7.061588, 7.422571, 24.969363], [1.720371, 1.775424, 1.887628, 2.092863, 41.524262], [8.582007, 9.196487, 9.225067, 9.552740, 60.146435], [5.880263, 5.963615, 6.123316, 6.212428, 17.021335], [2.710775, 2.966593, 3.400038, 3.735282, 31.316721], [4.341456, 4.546641, 4.568020, 5.324393, 75.708659]]
### 8
fourier: [[2.294399, 2.351529, 2.383181, 2.745477, 30.196072], [2.422367, 2.478476, 2.962134, 3.004617, 12.522067], [2.596656, 2.665496, 3.230446, 3.258143, 22.283264], [7.176529, 7.340792, 7.976609, 8.567239, 16.459521], [6.530056, 6.896878, 7.083561, 7.368891, 8.428875], [3.869482, 3.979862, 4.336733, 4.533135, 76.436395], [5.574238, 6.517954, 6.530159, 7.091312, 34.460440], [3.723611, 4.210089, 4.509589, 4.616813, 35.861054], [6.352103, 6.420566, 7.318126, 8.092654, 105.075624], [5.259452, 5.430487, 5.493937, 5.748805, 16.151740], [8.124249, 9.228388, 9.391892, 9.632581, 21.652309], [4.974479, 5.046540, 5.131877, 5.426466, 5.625501], [7.774537, 7.854811, 7.962741, 9.101664, 59.420183], [2.307084, 2.565198, 2.713385, 2.917776, 33.974768]]
### 10
fourier: [[7.025128, 8.301640, 8.790759, 9.719355, 74.788086], [2.559002, 2.777579, 3.338888, 3.673377, 65.800638], [8.104799, 9.190132, 9.254742, 9.549013, 22.034298], [8.858279, 9.406706, 10.007820, 11.000604, 12.936413], [4.728486, 4.900028, 5.238869, 5.597897, 5.706388], [2.671929, 2.738481, 2.978915, 3.625589, 103.391781], [5.290287, 5.778273, 6.623234, 7.817239, 62.904697], [3.793378, 4.305795, 4.519361, 5.493755, 38.131920], [2.384106, 2.393033, 2.670966, 3.085607, 42.821488], [8.790636, 10.171732, 10.957068, 12.066589, 53.484208], [15.455400, 16.413293, 17.732104, 19.400966, 21.393095], [8.033495, 8.324490, 9.616842, 10.092993, 35.641016], [5.684029, 5.862185, 6.431811, 6.484980, 73.059186], [8.170750, 9.631784, 10.333451, 12.013348, 113.640740]]
### 12
fourier: [[14.350827, 17.577626, 18.615341, 20.800875, 80.149132], [7.958521, 10.405140, 10.559214, 11.969912, 116.863512], [18.343320, 23.253283, 24.516164, 26.750853, 85.578382], [9.869659, 12.356622, 12.619876, 14.055844, 164.938348], [8.075383, 8.774631, 9.753271, 11.710322, 160.319756], [19.434374, 23.317213, 24.986249, 26.828507, 33.359710], [15.489780, 20.510643, 21.466250, 23.838647, 53.799986], [17.232170, 20.858720, 22.206612, 23.845883, 39.815838], [4.304893, 4.638865, 4.747597, 5.163344, 182.786870], [11.456092, 13.080288, 14.323068, 15.438021, 55.183577], [18.870399, 20.094333, 23.256706, 25.406171, 27.230399], [3.633169, 3.859917, 4.078538, 4.146871, 4.198678], [11.297497, 14.967059, 15.045611, 16.632335, 164.365645], [4.588439, 4.900088, 5.155753, 5.318626, 160.351493]]
### 14
fourier: [[4.912288, 5.056372, 5.522614, 5.950258, 105.243214], [13.958532, 14.017137, 15.381160, 15.760017, 16.043898], [10.576171, 10.897115, 11.423537, 14.607543, 36.600277], [16.275593, 16.932651, 18.231742, 22.028948, 63.860791], [8.487994, 8.678975, 9.417115, 9.621235, 59.823926], [15.383109, 15.603964, 17.038694, 18.324959, 160.131972], [5.650252, 6.624551, 6.707532, 7.504417, 81.418824], [4.918175, 4.928700, 5.696716, 5.735039, 80.857358], [3.860984, 3.959474, 4.286065, 6.258091, 63.662837], [7.546640, 8.289217, 8.315699, 9.546351, 99.843342], [9.805278, 10.283104, 10.360530, 14.329897, 63.426185], [5.408911, 5.439761, 5.643733, 7.009668, 34.730915], [5.147972, 5.318555, 5.755295, 6.187296, 18.505603], [35.024746, 35.487049, 36.116790, 40.432315, 41.305085]]
### 16
fourier: [[3.386281, 3.393446, 3.420892, 3.620809, 44.492978], [29.653444, 32.174387, 32.768239, 32.844161, 115.310006], [21.784942, 22.592356, 24.119945, 24.977443, 76.681378], [16.432345, 17.742037, 18.194137, 19.442147, 40.900321], [27.538576, 30.964967, 33.100785, 34.544345, 54.936886], [19.334348, 21.175066, 22.976399, 23.397868, 26.520529], [13.431589, 14.314549, 14.417494, 15.289523, 18.573873], [13.693458, 14.844067, 15.922628, 16.439861, 26.250364], [13.267587, 13.472623, 14.865382, 15.769864, 20.482314], [4.865867, 4.990644, 5.916300, 6.891668, 46.833667], [9.689445, 10.502958, 11.192266, 11.953049, 12.306522], [21.208876, 22.146450, 24.406463, 25.657528, 26.793679], [3.579591, 3.644414, 4.204911, 4.637501, 32.326455], [13.859508, 17.788754, 18.682527, 19.462321, 92.805327]]
### 18
fourier: [[42.927067, 43.724570, 46.347929, 48.814038, 155.685343]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.176205, 18.229630, 18.322258, 18.918987, 78.476543], [39.024884, 41.738182, 43.889623, 46.346540, 49.703777], [32.337814, 44.199167, 44.277181, 44.866300, 300.494614], [75.946389, 77.486189, 77.590170, 97.039970, 701.366479], [30.600292, 30.842919, 32.648946, 34.857319, 266.600067], [17.996810, 18.910498, 20.678644, 21.826165, 51.743585], [15.972850, 16.037619, 16.799732, 17.786764, 132.851449], [30.417877, 30.470190, 34.111404, 38.747817, 68.028875], [21.124888, 21.576618, 22.304482, 22.847295, 83.696378], [21.771159, 22.470072, 22.585715, 25.820143, 149.621899], [39.650439, 40.067099, 50.340905, 51.595186, 255.126634], [35.163071, 35.661050, 36.584499, 58.691291, 113.077318], [26.641445, 28.872643, 31.403482, 34.119643, 127.998600], [28.064515, 28.455290, 28.603676, 33.264673, 233.679237]]
### 2
fourier: [[34.029844, 34.931062, 45.357146, 47.458308, 300.529541], [19.100497, 19.125418, 20.905271, 22.166077, 208.852128], [28.290704, 31.833246, 34.995197, 37.407193, 122.536011], [20.993382, 21.052296, 26.988494, 27.368177, 102.835316], [20.670139, 21.382876, 24.651035, 27.147325, 84.782870], [30.420101, 31.787367, 33.614738, 35.872190, 153.109118], [42.925436, 47.648190, 52.546894, 53.784592, 387.447297], [33.591438, 35.129028, 35.482874, 36.021850, 213.212925], [32.697592, 33.066058, 33.153378, 37.800072, 291.547141], [19.341504, 19.582937, 24.724748, 25.165013, 121.855002], [33.082522, 35.292794, 35.496381, 37.171926, 232.636162], [27.323063, 29.987044, 36.277999, 36.658166, 214.114338], [43.838740, 44.578659, 53.171639, 54.292169, 219.943395], [33.315412, 37.481290, 39.510948, 41.147775, 171.977792]]
### 4
fourier: [[8.282130, 9.111466, 9.232135, 9.697574, 10.121395], [23.169758, 25.518712, 26.121792, 29.117970, 177.110985], [12.793894, 12.803468, 13.933026, 15.461100, 63.557440], [18.546872, 21.422523, 22.074754, 25.235336, 146.697016], [23.109352, 24.371360, 25.010392, 28.980905, 169.600123], [27.082582, 28.680411, 28.842342, 33.589360, 178.459319], [7.850158, 7.990922, 8.532871, 8.792398, 10.124957], [29.847551, 31.937331, 32.468897, 37.558207, 221.114135], [15.447099, 15.825673, 17.652988, 19.133403, 128.569184], [21.792686, 22.502071, 23.057259, 27.728246, 150.661991], [2.090362, 2.303470, 2.304574, 2.540476, 49.454116], [4.062071, 4.088260, 4.127123, 4.407354, 17.779320], [10.548911, 11.041546, 12.504248, 12.715554, 103.062251], [25.345143, 26.077763, 29.971101, 31.583302, 143.691971]]
### 6
fourier: [[7.605669, 7.781687, 8.114923, 9.951608, 87.793103], [2.512396, 2.571594, 2.728062, 2.979291, 4.512574], [10.324329, 10.333005, 10.701846, 12.061264, 101.144001], [8.927479, 9.432937, 9.614433, 9.868583, 144.486265], [2.441926, 2.565809, 3.010559, 3.186544, 11.355322], [6.136261, 6.254994, 6.945948, 7.004159, 108.670919], [3.512201, 3.875398, 4.127346, 4.555905, 33.369974], [3.760233, 4.520685, 4.546817, 5.420343, 23.642969], [6.087703, 6.088749, 7.061588, 7.422571, 24.969363], [1.720371, 1.775424, 1.887628, 2.092863, 41.524262], [8.582007, 9.196487, 9.225067, 9.552740, 60.146435], [5.880263, 5.963615, 6.123316, 6.212428, 17.021335], [2.710775, 2.966593, 3.400038, 3.735282, 31.316721], [4.341456, 4.546641, 4.568020, 5.324393, 75.708659]]
### 8
fourier: [[2.294399, 2.351529, 2.383181, 2.745477, 30.196072], [2.422367, 2.478476, 2.962134, 3.004617, 12.522067], [2.596656, 2.665496, 3.230446, 3.258143, 22.283264], [7.176529, 7.340792, 7.976609, 8.567239, 16.459521], [6.530056, 6.896878, 7.083561, 7.368891, 8.428875], [3.869482, 3.979862, 4.336733, 4.533135, 76.436395], [5.574238, 6.517954, 6.530159, 7.091312, 34.460440], [3.723611, 4.210089, 4.509589, 4.616813, 35.861054], [6.352103, 6.420566, 7.318126, 8.092654, 105.075624], [5.259452, 5.430487, 5.493937, 5.748805, 16.151740], [8.124249, 9.228388, 9.391892, 9.632581, 21.652309], [4.974479, 5.046540, 5.131877, 5.426466, 5.625501], [7.774537, 7.854811, 7.962741, 9.101664, 59.420183], [2.307084, 2.565198, 2.713385, 2.917776, 33.974768]]
### 10
fourier: [[7.025128, 8.301640, 8.790759, 9.719355, 74.788086], [2.559002, 2.777579, 3.338888, 3.673377, 65.800638], [8.104799, 9.190132, 9.254742, 9.549013, 22.034298], [8.858279, 9.406706, 10.007820, 11.000604, 12.936413], [4.728486, 4.900028, 5.238869, 5.597897, 5.706388], [2.671929, 2.738481, 2.978915, 3.625589, 103.391781], [5.290287, 5.778273, 6.623234, 7.817239, 62.904697], [3.793378, 4.305795, 4.519361, 5.493755, 38.131920], [2.384106, 2.393033, 2.670966, 3.085607, 42.821488], [8.790636, 10.171732, 10.957068, 12.066589, 53.484208], [15.455400, 16.413293, 17.732104, 19.400966, 21.393095], [8.033495, 8.324490, 9.616842, 10.092993, 35.641016], [5.684029, 5.862185, 6.431811, 6.484980, 73.059186], [8.170750, 9.631784, 10.333451, 12.013348, 113.640740]]
### 12
fourier: [[14.350827, 17.577626, 18.615341, 20.800875, 80.149132], [7.958521, 10.405140, 10.559214, 11.969912, 116.863512], [18.343320, 23.253283, 24.516164, 26.750853, 85.578382], [9.869659, 12.356622, 12.619876, 14.055844, 164.938348], [8.075383, 8.774631, 9.753271, 11.710322, 160.319756], [19.434374, 23.317213, 24.986249, 26.828507, 33.359710], [15.489780, 20.510643, 21.466250, 23.838647, 53.799986], [17.232170, 20.858720, 22.206612, 23.845883, 39.815838], [4.304893, 4.638865, 4.747597, 5.163344, 182.786870], [11.456092, 13.080288, 14.323068, 15.438021, 55.183577], [18.870399, 20.094333, 23.256706, 25.406171, 27.230399], [3.633169, 3.859917, 4.078538, 4.146871, 4.198678], [11.297497, 14.967059, 15.045611, 16.632335, 164.365645], [4.588439, 4.900088, 5.155753, 5.318626, 160.351493]]
### 14
fourier: [[4.912288, 5.056372, 5.522614, 5.950258, 105.243214], [13.958532, 14.017137, 15.381160, 15.760017, 16.043898], [10.576171, 10.897115, 11.423537, 14.607543, 36.600277], [16.275593, 16.932651, 18.231742, 22.028948, 63.860791], [8.487994, 8.678975, 9.417115, 9.621235, 59.823926], [15.383109, 15.603964, 17.038694, 18.324959, 160.131972], [5.650252, 6.624551, 6.707532, 7.504417, 81.418824], [4.918175, 4.928700, 5.696716, 5.735039, 80.857358], [3.860984, 3.959474, 4.286065, 6.258091, 63.662837], [7.546640, 8.289217, 8.315699, 9.546351, 99.843342], [9.805278, 10.283104, 10.360530, 14.329897, 63.426185], [5.408911, 5.439761, 5.643733, 7.009668, 34.730915], [5.147972, 5.318555, 5.755295, 6.187296, 18.505603], [35.024746, 35.487049, 36.116790, 40.432315, 41.305085]]
### 16
fourier: [[3.386281, 3.393446, 3.420892, 3.620809, 44.492978], [29.653444, 32.174387, 32.768239, 32.844161, 115.310006], [21.784942, 22.592356, 24.119945, 24.977443, 76.681378], [16.432345, 17.742037, 18.194137, 19.442147, 40.900321], [27.538576, 30.964967, 33.100785, 34.544345, 54.936886], [19.334348, 21.175066, 22.976399, 23.397868, 26.520529], [13.431589, 14.314549, 14.417494, 15.289523, 18.573873], [13.693458, 14.844067, 15.922628, 16.439861, 26.250364], [13.267587, 13.472623, 14.865382, 15.769864, 20.482314], [4.865867, 4.990644, 5.916300, 6.891668, 46.833667], [9.689445, 10.502958, 11.192266, 11.953049, 12.306522], [21.208876, 22.146450, 24.406463, 25.657528, 26.793679], [3.579591, 3.644414, 4.204911, 4.637501, 32.326455], [13.859508, 17.788754, 18.682527, 19.462321, 92.805327]]
### 18
fourier: [[42.927067, 43.724570, 46.347929, 48.814038, 155.685343]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7217755019664764, "train_acc": 0.42, "val_loss": 0.6947082281112671, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.688266932964325, "train_acc": 0.57, "val_loss": 0.7124001383781433, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6758606135845184, "train_acc": 0.57, "val_loss": 0.6100727915763855, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.9882632195949554, "train_acc": 0.575, "val_loss": 1.4519635438919067, "val_acc": 0.56}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 1.1986139416694641, "train_acc": 0.58, "val_loss": 0.6994231939315796, "val_acc": 0.48}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6945353448390961, "train_acc": 0.505, "val_loss": 0.6933484077453613, "val_acc": 0.48}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.692437469959259, "train_acc": 0.505, "val_loss": 0.6939429640769958, "val_acc": 0.48}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.6917765438556671, "train_acc": 0.505, "val_loss": 0.690919816493988, "val_acc": 0.48}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.6912426650524139, "train_acc": 0.505, "val_loss": 0.6663782000541687, "val_acc": 0.48}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.6661776304244995, "train_acc": 0.55, "val_loss": 0.5364835858345032, "val_acc": 0.74}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.5761474967002869, "train_acc": 0.73, "val_loss": 0.4400462210178375, "val_acc": 0.84}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.5226107239723206, "train_acc": 0.725, "val_loss": 0.399002343416214, "val_acc": 0.84}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.4743092805147171, "train_acc": 0.76, "val_loss": 0.3317469656467438, "val_acc": 0.86}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 0.6947082281112671, "final_val_loss": 0.6100727915763855, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 1.4519635438919067, "final_val_loss": 0.3317469656467438, "initial_val_acc": 0.56, "final_val_acc": 0.86, "best_val_acc": 0.86, "best_epoch": 12}, "improvement": 0.38, "first_improvement_epoch": 2}}
|
9,904
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.52, "improved_accuracy": 0.9, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4174, "learning_rate": 0.013320627536980647, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
"network.0.weight": [
[
0.028103,
0.514978,
0.189258,
-0.378275,
0.304108
],
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## Activation Signature
### 0
fourier: [[17.183830, 17.303938, 18.720794, 28.896876, 118.048318], [13.209039, 14.101701, 16.240612, 17.965572, 50.294087], [18.921272, 21.152441, 23.460763, 24.689065, 64.698801], [11.931657, 13.195773, 16.236146, 16.589987, 33.301086], [13.117676, 13.329067, 15.386960, 16.187520, 52.208769], [14.702682, 14.872985, 16.829821, 16.937315, 51.172334], [18.590099, 20.534156, 20.544892, 20.624225, 21.574860], [18.031279, 19.241685, 20.673722, 22.992443, 27.919422], [16.633402, 18.433242, 18.735140, 19.653180, 50.618680], [19.898902, 22.492305, 27.074498, 33.061360, 96.014541], [30.772793, 31.295239, 34.728081, 35.044772, 131.333668], [13.724619, 13.890970, 14.600749, 16.397832, 16.938098], [11.930222, 12.282841, 14.404326, 16.819728, 33.610302], [20.965858, 22.895949, 23.292595, 24.826935, 166.213519], [21.813110, 22.967224, 25.617399, 27.375913, 48.855538]]
### 2
fourier: [[10.138362, 10.261135, 10.344446, 10.660913, 94.690616], [16.520796, 18.141766, 20.027952, 20.445814, 114.460021], [15.321322, 15.550820, 16.455656, 17.028934, 38.966304], [18.979222, 19.827109, 20.006039, 23.473190, 131.892117], [28.587332, 29.982466, 30.395262, 31.770767, 151.003206], [14.620442, 16.095575, 16.217031, 17.096994, 39.851593], [5.079403, 5.128394, 5.345130, 5.842763, 6.144962], [7.914124, 8.536520, 8.743240, 9.549944, 41.200288], [8.300436, 9.231137, 9.645872, 11.712510, 15.180975], [11.857921, 13.193968, 13.303696, 13.931433, 36.373275], [20.449606, 20.721876, 21.737499, 22.387922, 23.842202], [11.563017, 12.097963, 12.865859, 13.759256, 76.729235], [12.743748, 15.630863, 15.723162, 15.918879, 131.858449], [25.660321, 26.083823, 27.285582, 29.997282, 62.180064], [10.110842, 10.321258, 12.272580, 14.075144, 14.810648]]
### 4
fourier: [[17.465208, 19.373854, 19.637890, 21.591559, 33.162122], [8.672919, 9.289173, 9.580191, 9.988141, 84.024901], [4.733343, 4.779885, 4.868596, 5.525928, 46.335647], [17.081743, 18.413359, 19.001031, 21.027217, 106.848866], [8.240192, 8.702830, 9.322850, 9.594196, 62.221690], [15.570401, 16.583253, 18.504390, 20.319611, 30.648623], [16.735733, 17.477596, 18.543709, 18.956590, 107.494720], [7.268570, 7.616722, 7.691341, 8.093239, 76.818133], [6.431719, 6.446996, 6.665547, 7.130216, 54.961193], [19.812144, 20.249648, 22.250699, 22.520397, 142.521573], [6.514518, 6.903683, 7.152558, 7.872660, 69.646059], [5.449477, 6.297271, 6.360145, 6.709740, 57.628980], [15.726641, 17.050236, 17.646664, 18.274509, 89.962728], [15.305876, 15.318142, 17.399805, 18.287979, 20.098624], [9.701676, 9.842133, 10.953453, 10.966350, 21.468804]]
### 6
fourier: [[11.058225, 11.179152, 12.225407, 12.840298, 43.347912], [18.551950, 18.680997, 18.859852, 18.986964, 145.228758], [4.085169, 4.103288, 4.336355, 4.436620, 4.560168], [8.751613, 8.987858, 10.391423, 12.198752, 95.499332], [6.978445, 7.067803, 7.507330, 7.797004, 12.702180], [12.583781, 12.654049, 13.115013, 13.128932, 62.733415], [6.596649, 6.900579, 7.254486, 7.605385, 14.684343], [3.578414, 3.774434, 4.159822, 4.412838, 35.857386], [12.325623, 12.710689, 13.286432, 13.505955, 73.510295], [1.317675, 1.345519, 1.618994, 1.708427, 30.887507], [9.573426, 10.098963, 10.814348, 11.451685, 68.597790], [12.098792, 12.192529, 12.905268, 13.144192, 77.259467], [8.300676, 8.728512, 9.247288, 9.331370, 9.837515], [16.258478, 16.295218, 17.616501, 17.805623, 19.924061], [13.391103, 13.879867, 15.475769, 16.219452, 100.169234]]
### 8
fourier: [[5.172737, 5.251538, 5.677272, 5.860548, 10.352270], [9.893014, 9.941136, 11.123796, 11.167927, 15.565125], [6.467399, 7.645461, 7.740689, 8.690910, 21.128682], [12.793412, 12.904774, 13.672580, 15.004438, 24.597704], [7.940824, 8.224608, 8.409854, 9.132830, 55.128473], [12.909466, 12.920508, 14.009863, 15.100614, 30.137862], [13.783942, 13.912440, 14.603017, 14.718509, 15.853077], [1.959646, 2.157386, 2.194681, 2.605815, 33.015192], [4.752209, 5.138987, 5.368363, 5.510547, 9.919156], [9.817851, 10.021148, 10.555411, 10.837787, 51.218514], [22.633949, 23.079776, 24.959036, 25.373863, 157.492857], [13.171333, 13.182796, 15.240659, 15.989854, 111.749383], [19.081401, 19.701882, 21.463032, 22.018531, 140.575192], [2.110693, 2.182437, 2.277467, 2.700986, 28.003622], [5.289904, 5.318623, 5.598406, 5.867500, 53.644907]]
### 10
fourier: [[19.680506, 20.464904, 22.423794, 24.009761, 128.909137], [1.750182, 1.866790, 1.876357, 2.290957, 29.686727], [10.325541, 10.502038, 10.554626, 11.040625, 110.187058], [5.869009, 6.018902, 6.119374, 6.435127, 46.083300], [11.643639, 11.974931, 11.989170, 13.526695, 14.251368], [14.655600, 15.628024, 17.395263, 18.296164, 106.155251], [11.289875, 11.998090, 14.064600, 16.170704, 117.821524], [4.276778, 4.946950, 5.112907, 5.717955, 28.621413], [10.967435, 11.024625, 11.628134, 12.717300, 58.323485], [2.462196, 2.640595, 3.272773, 3.960287, 52.160262], [4.553362, 4.718254, 5.091104, 6.066742, 65.203022], [20.655747, 20.859883, 23.788961, 24.381921, 158.807708], [5.696228, 6.464907, 6.780162, 7.530132, 48.361355], [13.374745, 13.502304, 14.112156, 14.326094, 14.819855], [10.288781, 10.291536, 10.352936, 10.946854, 11.531315]]
### 12
fourier: [[6.567600, 6.755129, 7.167556, 8.750644, 21.696601], [20.214513, 20.862195, 22.954916, 24.267041, 171.062847], [18.865454, 19.848534, 21.716431, 22.909753, 152.485058], [2.967882, 3.050442, 4.122935, 5.019179, 48.620682], [4.129612, 4.230241, 4.391304, 4.972813, 66.347579], [11.779292, 12.699983, 13.233439, 15.331235, 51.541961], [12.573880, 12.882804, 14.079676, 14.899711, 83.010354], [5.436918, 5.729623, 5.741846, 6.263400, 31.698759], [14.250635, 14.351129, 16.184598, 17.078336, 32.444355], [7.210675, 7.235751, 7.444457, 8.101800, 64.958950], [16.083387, 16.356163, 18.174836, 19.176758, 129.701679], [3.039291, 3.245617, 3.482357, 3.832841, 46.350664], [10.643804, 10.816787, 12.175946, 13.065325, 16.061249], [1.439371, 1.515464, 1.826861, 2.176724, 46.516370], [24.030228, 24.201787, 27.236960, 28.238893, 221.975920]]
### 14
fourier: [[22.774503, 24.031891, 25.244162, 26.990325, 151.801365], [0.618944, 0.652083, 0.725273, 1.006729, 13.038938], [26.044360, 27.398469, 29.522236, 31.148887, 219.513733], [20.487751, 21.305230, 22.282105, 24.272482, 154.352854], [7.289965, 7.340849, 7.572329, 8.537922, 9.322148], [8.463895, 8.726069, 8.856495, 9.771188, 112.646318], [21.070407, 21.960727, 22.734491, 24.812889, 142.753518], [9.474785, 9.815993, 11.014020, 12.137712, 27.976497], [1.774553, 1.914229, 2.023444, 2.039472, 40.509453], [9.425285, 9.563787, 10.402987, 10.610901, 78.952852], [6.509352, 6.767396, 7.206701, 8.197614, 78.647167], [17.504425, 18.054627, 19.528703, 20.598689, 111.226928], [24.038526, 25.024612, 25.828054, 28.091655, 174.164700], [16.597912, 17.234182, 17.981688, 19.664806, 130.178284], [4.659467, 4.893796, 4.977550, 5.088354, 52.777279]]
### 16
fourier: [[40.028989, 42.241695, 43.589043, 46.861279, 283.818327]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[17.183830, 17.303938, 18.720794, 28.896876, 118.048318], [13.209039, 14.101701, 16.240612, 17.965572, 50.294087], [18.921272, 21.152441, 23.460763, 24.689065, 64.698801], [11.931657, 13.195773, 16.236146, 16.589987, 33.301086], [13.117676, 13.329067, 15.386960, 16.187520, 52.208769], [14.702682, 14.872985, 16.829821, 16.937315, 51.172334], [18.590099, 20.534156, 20.544892, 20.624225, 21.574860], [18.031279, 19.241685, 20.673722, 22.992443, 27.919422], [16.633402, 18.433242, 18.735140, 19.653180, 50.618680], [19.898902, 22.492305, 27.074498, 33.061360, 96.014541], [30.772793, 31.295239, 34.728081, 35.044772, 131.333668], [13.724619, 13.890970, 14.600749, 16.397832, 16.938098], [11.930222, 12.282841, 14.404326, 16.819728, 33.610302], [20.965858, 22.895949, 23.292595, 24.826935, 166.213519], [21.813110, 22.967224, 25.617399, 27.375913, 48.855538]]
### 2
fourier: [[10.138362, 10.261135, 10.344446, 10.660913, 94.690616], [16.520796, 18.141766, 20.027952, 20.445814, 114.460021], [15.321322, 15.550820, 16.455656, 17.028934, 38.966304], [18.979222, 19.827109, 20.006039, 23.473190, 131.892117], [28.587332, 29.982466, 30.395262, 31.770767, 151.003206], [14.620442, 16.095575, 16.217031, 17.096994, 39.851593], [5.079403, 5.128394, 5.345130, 5.842763, 6.144962], [7.914124, 8.536520, 8.743240, 9.549944, 41.200288], [8.300436, 9.231137, 9.645872, 11.712510, 15.180975], [11.857921, 13.193968, 13.303696, 13.931433, 36.373275], [20.449606, 20.721876, 21.737499, 22.387922, 23.842202], [11.563017, 12.097963, 12.865859, 13.759256, 76.729235], [12.743748, 15.630863, 15.723162, 15.918879, 131.858449], [25.660321, 26.083823, 27.285582, 29.997282, 62.180064], [10.110842, 10.321258, 12.272580, 14.075144, 14.810648]]
### 4
fourier: [[17.465208, 19.373854, 19.637890, 21.591559, 33.162122], [8.672919, 9.289173, 9.580191, 9.988141, 84.024901], [4.733343, 4.779885, 4.868596, 5.525928, 46.335647], [17.081743, 18.413359, 19.001031, 21.027217, 106.848866], [8.240192, 8.702830, 9.322850, 9.594196, 62.221690], [15.570401, 16.583253, 18.504390, 20.319611, 30.648623], [16.735733, 17.477596, 18.543709, 18.956590, 107.494720], [7.268570, 7.616722, 7.691341, 8.093239, 76.818133], [6.431719, 6.446996, 6.665547, 7.130216, 54.961193], [19.812144, 20.249648, 22.250699, 22.520397, 142.521573], [6.514518, 6.903683, 7.152558, 7.872660, 69.646059], [5.449477, 6.297271, 6.360145, 6.709740, 57.628980], [15.726641, 17.050236, 17.646664, 18.274509, 89.962728], [15.305876, 15.318142, 17.399805, 18.287979, 20.098624], [9.701676, 9.842133, 10.953453, 10.966350, 21.468804]]
### 6
fourier: [[11.058225, 11.179152, 12.225407, 12.840298, 43.347912], [18.551950, 18.680997, 18.859852, 18.986964, 145.228758], [4.085169, 4.103288, 4.336355, 4.436620, 4.560168], [8.751613, 8.987858, 10.391423, 12.198752, 95.499332], [6.978445, 7.067803, 7.507330, 7.797004, 12.702180], [12.583781, 12.654049, 13.115013, 13.128932, 62.733415], [6.596649, 6.900579, 7.254486, 7.605385, 14.684343], [3.578414, 3.774434, 4.159822, 4.412838, 35.857386], [12.325623, 12.710689, 13.286432, 13.505955, 73.510295], [1.317675, 1.345519, 1.618994, 1.708427, 30.887507], [9.573426, 10.098963, 10.814348, 11.451685, 68.597790], [12.098792, 12.192529, 12.905268, 13.144192, 77.259467], [8.300676, 8.728512, 9.247288, 9.331370, 9.837515], [16.258478, 16.295218, 17.616501, 17.805623, 19.924061], [13.391103, 13.879867, 15.475769, 16.219452, 100.169234]]
### 8
fourier: [[5.172737, 5.251538, 5.677272, 5.860548, 10.352270], [9.893014, 9.941136, 11.123796, 11.167927, 15.565125], [6.467399, 7.645461, 7.740689, 8.690910, 21.128682], [12.793412, 12.904774, 13.672580, 15.004438, 24.597704], [7.940824, 8.224608, 8.409854, 9.132830, 55.128473], [12.909466, 12.920508, 14.009863, 15.100614, 30.137862], [13.783942, 13.912440, 14.603017, 14.718509, 15.853077], [1.959646, 2.157386, 2.194681, 2.605815, 33.015192], [4.752209, 5.138987, 5.368363, 5.510547, 9.919156], [9.817851, 10.021148, 10.555411, 10.837787, 51.218514], [22.633949, 23.079776, 24.959036, 25.373863, 157.492857], [13.171333, 13.182796, 15.240659, 15.989854, 111.749383], [19.081401, 19.701882, 21.463032, 22.018531, 140.575192], [2.110693, 2.182437, 2.277467, 2.700986, 28.003622], [5.289904, 5.318623, 5.598406, 5.867500, 53.644907]]
### 10
fourier: [[19.680506, 20.464904, 22.423794, 24.009761, 128.909137], [1.750182, 1.866790, 1.876357, 2.290957, 29.686727], [10.325541, 10.502038, 10.554626, 11.040625, 110.187058], [5.869009, 6.018902, 6.119374, 6.435127, 46.083300], [11.643639, 11.974931, 11.989170, 13.526695, 14.251368], [14.655600, 15.628024, 17.395263, 18.296164, 106.155251], [11.289875, 11.998090, 14.064600, 16.170704, 117.821524], [4.276778, 4.946950, 5.112907, 5.717955, 28.621413], [10.967435, 11.024625, 11.628134, 12.717300, 58.323485], [2.462196, 2.640595, 3.272773, 3.960287, 52.160262], [4.553362, 4.718254, 5.091104, 6.066742, 65.203022], [20.655747, 20.859883, 23.788961, 24.381921, 158.807708], [5.696228, 6.464907, 6.780162, 7.530132, 48.361355], [13.374745, 13.502304, 14.112156, 14.326094, 14.819855], [10.288781, 10.291536, 10.352936, 10.946854, 11.531315]]
### 12
fourier: [[6.567600, 6.755129, 7.167556, 8.750644, 21.696601], [20.214513, 20.862195, 22.954916, 24.267041, 171.062847], [18.865454, 19.848534, 21.716431, 22.909753, 152.485058], [2.967882, 3.050442, 4.122935, 5.019179, 48.620682], [4.129612, 4.230241, 4.391304, 4.972813, 66.347579], [11.779292, 12.699983, 13.233439, 15.331235, 51.541961], [12.573880, 12.882804, 14.079676, 14.899711, 83.010354], [5.436918, 5.729623, 5.741846, 6.263400, 31.698759], [14.250635, 14.351129, 16.184598, 17.078336, 32.444355], [7.210675, 7.235751, 7.444457, 8.101800, 64.958950], [16.083387, 16.356163, 18.174836, 19.176758, 129.701679], [3.039291, 3.245617, 3.482357, 3.832841, 46.350664], [10.643804, 10.816787, 12.175946, 13.065325, 16.061249], [1.439371, 1.515464, 1.826861, 2.176724, 46.516370], [24.030228, 24.201787, 27.236960, 28.238893, 221.975920]]
### 14
fourier: [[22.774503, 24.031891, 25.244162, 26.990325, 151.801365], [0.618944, 0.652083, 0.725273, 1.006729, 13.038938], [26.044360, 27.398469, 29.522236, 31.148887, 219.513733], [20.487751, 21.305230, 22.282105, 24.272482, 154.352854], [7.289965, 7.340849, 7.572329, 8.537922, 9.322148], [8.463895, 8.726069, 8.856495, 9.771188, 112.646318], [21.070407, 21.960727, 22.734491, 24.812889, 142.753518], [9.474785, 9.815993, 11.014020, 12.137712, 27.976497], [1.774553, 1.914229, 2.023444, 2.039472, 40.509453], [9.425285, 9.563787, 10.402987, 10.610901, 78.952852], [6.509352, 6.767396, 7.206701, 8.197614, 78.647167], [17.504425, 18.054627, 19.528703, 20.598689, 111.226928], [24.038526, 25.024612, 25.828054, 28.091655, 174.164700], [16.597912, 17.234182, 17.981688, 19.664806, 130.178284], [4.659467, 4.893796, 4.977550, 5.088354, 52.777279]]
### 16
fourier: [[40.028989, 42.241695, 43.589043, 46.861279, 283.818327]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"fourier": [16.63340234932074, 18.433241613420346, 18.73514024428657, 19.653180301688817, 50.61868032813072]}, "9": {"fourier": [19.89890155347519, 22.492305022013685, 27.0744981070582, 33.06136002242208, 96.01454098522663]}, "10": {"fourier": [30.772792979893087, 31.295239496169458, 34.728080715316416, 35.04477184681545, 131.3336675018072]}, "11": {"fourier": [13.724619339326484, 13.890969728413097, 14.600748662027696, 16.39783190810816, 16.93809839318768]}, "12": {"fourier": [11.930221753596848, 12.282840803867554, 14.40432612424411, 16.819727879874062, 33.61030189786106]}, "13": {"fourier": [20.965857762774533, 22.89594944467804, 23.292594557767245, 24.82693494489576, 166.21351908147335]}, "14": {"fourier": [21.8131103999695, 22.967223571715028, 25.617398742312325, 27.375913051400275, 48.855537824332714]}}, "layer_info": {"num_neurons": 15, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [10.138361919039879, 10.261134698345744, 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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.692900687456131, "train_acc": 0.495, "val_loss": 0.6918920874595642, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6839272081851959, "train_acc": 0.575, "val_loss": 0.6873043775558472, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6724632382392883, "train_acc": 0.575, "val_loss": 0.6706237196922302, "val_acc": 0.52}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6510144472122192, "train_acc": 0.575, "val_loss": 0.6369158029556274, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.6357498466968536, "train_acc": 0.61, "val_loss": 0.5823420882225037, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5708494782447815, "train_acc": 0.795, "val_loss": 0.462631493806839, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.5289613306522369, "train_acc": 0.815, "val_loss": 0.40721261501312256, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.41750068962574005, "train_acc": 0.855, "val_loss": 0.32287707924842834, "val_acc": 0.88}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.4053998738527298, "train_acc": 0.825, "val_loss": 0.2637197971343994, "val_acc": 0.9}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.3410167396068573, "train_acc": 0.845, "val_loss": 0.3345694839954376, "val_acc": 0.88}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.3239023983478546, "train_acc": 0.885, "val_loss": 0.2220124751329422, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.35683323442935944, "train_acc": 0.875, "val_loss": 0.2601604163646698, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.3471010774374008, "train_acc": 0.87, "val_loss": 0.25168266892433167, "val_acc": 0.9}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.276677206158638, "train_acc": 0.885, "val_loss": 0.39579132199287415, "val_acc": 0.84}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.6918920874595642, "final_val_loss": 0.6369158029556274, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5823420882225037, "final_val_loss": 0.39579132199287415, "initial_val_acc": 0.82, "final_val_acc": 0.84, "best_val_acc": 0.9, "best_epoch": 8}, "improvement": 0.38, "first_improvement_epoch": 3}}
|
9,905
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.52, "improved_accuracy": 0.9, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 9789, "learning_rate": 0.03484836204268666, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.923264, 20.541002, 21.781780, 22.275626, 70.369255], [29.724142, 31.537383, 38.049936, 39.048012, 259.054018], [35.953640, 37.547164, 40.146448, 44.902275, 244.453143], [40.879610, 42.394254, 50.758317, 53.104146, 306.225899], [45.777880, 52.261956, 53.128657, 53.138943, 298.693040], [41.754385, 42.690510, 47.212825, 47.484713, 130.628306], [13.278461, 13.912655, 14.009738, 14.167199, 122.371913], [31.848071, 33.192271, 37.501059, 40.791743, 238.664119], [24.277337, 25.058882, 27.405348, 29.018816, 224.066740], [27.395212, 27.911746, 29.070873, 30.477778, 216.627951]]
### 2
fourier: [[63.138814, 71.532083, 72.607062, 76.930580, 455.608306], [29.420706, 30.593870, 35.566550, 35.955986, 228.704676], [23.206838, 23.698744, 27.265328, 29.875710, 206.398365], [34.782863, 38.780750, 40.304614, 40.861269, 172.880918], [79.107752, 86.710852, 92.209828, 97.465172, 570.642213], [56.269497, 58.672222, 59.614264, 60.299829, 268.916338], [25.525242, 25.905084, 31.274457, 34.151704, 74.557533], [23.978375, 27.175970, 31.028523, 32.275504, 196.610931], [21.708876, 21.804700, 23.016147, 27.465558, 176.718153], [18.815724, 20.373353, 24.742761, 25.783733, 181.565455]]
### 4
fourier: [[98.183913, 106.813864, 107.683042, 109.393031, 523.583087], [21.350005, 23.490521, 27.937616, 29.468574, 176.881754], [24.427162, 26.183206, 26.746979, 27.997863, 195.114142], [26.418204, 26.874549, 34.282727, 34.537573, 232.380399], [81.363941, 82.108938, 85.516457, 89.264947, 484.005523], [75.916931, 76.446622, 78.688491, 83.016083, 402.565088], [35.520816, 38.802409, 41.733708, 44.488003, 291.790407], [40.079693, 40.541404, 40.828398, 44.819924, 245.229150], [30.171211, 31.135576, 32.554276, 35.666694, 220.466350], [32.524657, 34.751595, 37.782232, 41.274049, 267.114295]]
### 6
fourier: [[70.203346, 72.977692, 75.775063, 76.684083, 332.132940], [1.181874, 1.207620, 1.220849, 1.655843, 31.372195], [6.337644, 6.681703, 6.846695, 7.646958, 58.689179], [29.383401, 30.411871, 31.526807, 32.013435, 180.219688], [22.730593, 24.514394, 25.379409, 25.879454, 134.072107], [1.066965, 1.132636, 1.449531, 1.548278, 23.547073], [58.409324, 61.590704, 64.190502, 64.350350, 330.019655], [20.333020, 20.781406, 21.440184, 21.990001, 74.881061], [42.206821, 43.246482, 44.861950, 45.702475, 231.668863], [25.510046, 25.725829, 26.613050, 27.363060, 142.438767]]
### 8
fourier: [[18.701136, 19.140781, 20.431681, 21.234890, 116.835118], [40.235231, 41.136671, 44.219721, 46.120805, 188.050434], [37.784743, 38.602422, 41.697128, 43.595266, 175.023409], [38.224071, 39.060634, 42.126440, 44.009938, 192.985609], [46.854242, 47.870098, 51.694402, 54.040671, 221.224471], [13.876524, 14.181807, 15.283830, 15.961399, 52.437581], [23.507904, 24.024660, 25.894466, 27.043957, 125.704882], [24.265240, 24.820730, 26.598466, 27.698804, 106.629589], [6.651911, 6.810161, 7.256511, 7.534955, 27.789445], [4.149202, 4.233362, 4.612325, 4.842899, 40.779512]]
### 10
fourier: [[25.137884, 25.655070, 28.027130, 29.644333, 168.743738], [88.363299, 90.224577, 97.502621, 103.783616, 409.409842], [53.957590, 54.184882, 59.646153, 63.006650, 292.653048], [75.383205, 77.351649, 83.503867, 88.656429, 342.151074], [49.005200, 50.681478, 54.116764, 57.833284, 205.738368], [11.785531, 12.733806, 12.822618, 14.140547, 26.130194], [17.414404, 18.171717, 18.922453, 20.079655, 72.638608], [4.260091, 4.546632, 4.570676, 5.153633, 29.149442], [1.105052, 1.159983, 1.167002, 1.193389, 19.461142], [63.449115, 64.876112, 70.225822, 74.528814, 293.600023]]
### 12
fourier: [[128.313753, 129.523667, 139.210779, 150.942792, 559.141935], [48.148048, 48.204644, 52.560948, 56.186135, 255.823434], [37.754527, 37.845689, 41.064704, 44.131681, 206.780565], [25.345981, 25.587003, 28.008723, 29.579268, 122.696034], [38.125367, 38.663274, 41.704643, 44.831576, 195.612450], [50.048175, 51.407142, 55.594159, 59.101456, 258.513915], [15.492406, 15.623795, 17.211028, 18.045206, 86.448326], [22.218726, 22.976013, 24.622655, 26.340152, 118.512633], [73.084057, 73.600175, 79.149484, 85.919150, 276.745784], [46.599521, 46.725200, 50.618142, 54.561435, 208.997610]]
### 14
fourier: [[32.594854, 33.068784, 35.420212, 38.464851, 188.530268], [0.849440, 0.875614, 1.004263, 1.050838, 25.150596], [3.000701, 3.010599, 3.083893, 3.227481, 3.450791], [86.149570, 88.365879, 93.933088, 101.947746, 376.729668], [89.259784, 90.957158, 97.161182, 105.438793, 382.858754], [43.995311, 44.787178, 47.823341, 51.977174, 194.973918], [13.480615, 13.797586, 14.631538, 15.966599, 88.130979], [45.226101, 46.080093, 49.258476, 53.409656, 180.597917], [82.051370, 83.982268, 89.474896, 97.017508, 343.198050], [80.362305, 82.714341, 87.741185, 95.173247, 321.421235]]
### 16
fourier: [[98.457496, 102.165197, 107.899840, 116.795087, 370.672285]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.923264, 20.541002, 21.781780, 22.275626, 70.369255], [29.724142, 31.537383, 38.049936, 39.048012, 259.054018], [35.953640, 37.547164, 40.146448, 44.902275, 244.453143], [40.879610, 42.394254, 50.758317, 53.104146, 306.225899], [45.777880, 52.261956, 53.128657, 53.138943, 298.693040], [41.754385, 42.690510, 47.212825, 47.484713, 130.628306], [13.278461, 13.912655, 14.009738, 14.167199, 122.371913], [31.848071, 33.192271, 37.501059, 40.791743, 238.664119], [24.277337, 25.058882, 27.405348, 29.018816, 224.066740], [27.395212, 27.911746, 29.070873, 30.477778, 216.627951]]
### 2
fourier: [[63.138814, 71.532083, 72.607062, 76.930580, 455.608306], [29.420706, 30.593870, 35.566550, 35.955986, 228.704676], [23.206838, 23.698744, 27.265328, 29.875710, 206.398365], [34.782863, 38.780750, 40.304614, 40.861269, 172.880918], [79.107752, 86.710852, 92.209828, 97.465172, 570.642213], [56.269497, 58.672222, 59.614264, 60.299829, 268.916338], [25.525242, 25.905084, 31.274457, 34.151704, 74.557533], [23.978375, 27.175970, 31.028523, 32.275504, 196.610931], [21.708876, 21.804700, 23.016147, 27.465558, 176.718153], [18.815724, 20.373353, 24.742761, 25.783733, 181.565455]]
### 4
fourier: [[98.183913, 106.813864, 107.683042, 109.393031, 523.583087], [21.350005, 23.490521, 27.937616, 29.468574, 176.881754], [24.427162, 26.183206, 26.746979, 27.997863, 195.114142], [26.418204, 26.874549, 34.282727, 34.537573, 232.380399], [81.363941, 82.108938, 85.516457, 89.264947, 484.005523], [75.916931, 76.446622, 78.688491, 83.016083, 402.565088], [35.520816, 38.802409, 41.733708, 44.488003, 291.790407], [40.079693, 40.541404, 40.828398, 44.819924, 245.229150], [30.171211, 31.135576, 32.554276, 35.666694, 220.466350], [32.524657, 34.751595, 37.782232, 41.274049, 267.114295]]
### 6
fourier: [[70.203346, 72.977692, 75.775063, 76.684083, 332.132940], [1.181874, 1.207620, 1.220849, 1.655843, 31.372195], [6.337644, 6.681703, 6.846695, 7.646958, 58.689179], [29.383401, 30.411871, 31.526807, 32.013435, 180.219688], [22.730593, 24.514394, 25.379409, 25.879454, 134.072107], [1.066965, 1.132636, 1.449531, 1.548278, 23.547073], [58.409324, 61.590704, 64.190502, 64.350350, 330.019655], [20.333020, 20.781406, 21.440184, 21.990001, 74.881061], [42.206821, 43.246482, 44.861950, 45.702475, 231.668863], [25.510046, 25.725829, 26.613050, 27.363060, 142.438767]]
### 8
fourier: [[18.701136, 19.140781, 20.431681, 21.234890, 116.835118], [40.235231, 41.136671, 44.219721, 46.120805, 188.050434], [37.784743, 38.602422, 41.697128, 43.595266, 175.023409], [38.224071, 39.060634, 42.126440, 44.009938, 192.985609], [46.854242, 47.870098, 51.694402, 54.040671, 221.224471], [13.876524, 14.181807, 15.283830, 15.961399, 52.437581], [23.507904, 24.024660, 25.894466, 27.043957, 125.704882], [24.265240, 24.820730, 26.598466, 27.698804, 106.629589], [6.651911, 6.810161, 7.256511, 7.534955, 27.789445], [4.149202, 4.233362, 4.612325, 4.842899, 40.779512]]
### 10
fourier: [[25.137884, 25.655070, 28.027130, 29.644333, 168.743738], [88.363299, 90.224577, 97.502621, 103.783616, 409.409842], [53.957590, 54.184882, 59.646153, 63.006650, 292.653048], [75.383205, 77.351649, 83.503867, 88.656429, 342.151074], [49.005200, 50.681478, 54.116764, 57.833284, 205.738368], [11.785531, 12.733806, 12.822618, 14.140547, 26.130194], [17.414404, 18.171717, 18.922453, 20.079655, 72.638608], [4.260091, 4.546632, 4.570676, 5.153633, 29.149442], [1.105052, 1.159983, 1.167002, 1.193389, 19.461142], [63.449115, 64.876112, 70.225822, 74.528814, 293.600023]]
### 12
fourier: [[128.313753, 129.523667, 139.210779, 150.942792, 559.141935], [48.148048, 48.204644, 52.560948, 56.186135, 255.823434], [37.754527, 37.845689, 41.064704, 44.131681, 206.780565], [25.345981, 25.587003, 28.008723, 29.579268, 122.696034], [38.125367, 38.663274, 41.704643, 44.831576, 195.612450], [50.048175, 51.407142, 55.594159, 59.101456, 258.513915], [15.492406, 15.623795, 17.211028, 18.045206, 86.448326], [22.218726, 22.976013, 24.622655, 26.340152, 118.512633], [73.084057, 73.600175, 79.149484, 85.919150, 276.745784], [46.599521, 46.725200, 50.618142, 54.561435, 208.997610]]
### 14
fourier: [[32.594854, 33.068784, 35.420212, 38.464851, 188.530268], [0.849440, 0.875614, 1.004263, 1.050838, 25.150596], [3.000701, 3.010599, 3.083893, 3.227481, 3.450791], [86.149570, 88.365879, 93.933088, 101.947746, 376.729668], [89.259784, 90.957158, 97.161182, 105.438793, 382.858754], [43.995311, 44.787178, 47.823341, 51.977174, 194.973918], [13.480615, 13.797586, 14.631538, 15.966599, 88.130979], [45.226101, 46.080093, 49.258476, 53.409656, 180.597917], [82.051370, 83.982268, 89.474896, 97.017508, 343.198050], [80.362305, 82.714341, 87.741185, 95.173247, 321.421235]]
### 16
fourier: [[98.457496, 102.165197, 107.899840, 116.795087, 370.672285]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6918979585170746, "train_acc": 0.495, "val_loss": 0.6960582137107849, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6814289689064026, "train_acc": 0.575, "val_loss": 0.7159138321876526, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6894753873348236, "train_acc": 0.575, "val_loss": 0.6957609057426453, "val_acc": 0.52}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6636890172958374, "train_acc": 0.575, "val_loss": 0.6498031616210938, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.6219197511672974, "train_acc": 0.495, "val_loss": 0.5555931925773621, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5446678400039673, "train_acc": 0.625, "val_loss": 0.5046381950378418, "val_acc": 0.8}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.48858532309532166, "train_acc": 0.835, "val_loss": 0.4636600911617279, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.4260852783918381, "train_acc": 0.83, "val_loss": 0.4331830143928528, "val_acc": 0.8}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.4014965295791626, "train_acc": 0.855, "val_loss": 0.39207780361175537, "val_acc": 0.84}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.3593109995126724, "train_acc": 0.88, "val_loss": 0.33145591616630554, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.2976888567209244, "train_acc": 0.915, "val_loss": 0.3000257611274719, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.278001993894577, "train_acc": 0.895, "val_loss": 0.2951512038707733, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.2768058627843857, "train_acc": 0.905, "val_loss": 0.30693572759628296, "val_acc": 0.88}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.23104434460401535, "train_acc": 0.92, "val_loss": 0.4172387421131134, "val_acc": 0.78}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6960582137107849, "final_val_loss": 0.6498031616210938, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5555931925773621, "final_val_loss": 0.4172387421131134, "initial_val_acc": 0.52, "final_val_acc": 0.78, "best_val_acc": 0.9, "best_epoch": 9}, "improvement": 0.38, "first_improvement_epoch": 3}}
|
9,906
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.5, "improved_accuracy": 0.9, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4449, "learning_rate": 0.0410605232166694, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.251102, 18.034828, 19.822491, 23.626535, 47.230760], [20.613946, 22.456582, 24.907600, 25.674212, 248.800052], [19.209833, 20.085217, 21.494747, 24.450423, 68.197792], [18.874072, 21.136840, 21.670963, 22.300686, 150.334488], [19.398861, 20.810529, 22.363907, 24.987501, 25.676189], [19.459955, 21.847090, 23.667741, 28.219731, 64.921865], [15.760458, 16.900903, 18.462994, 20.896319, 21.494509], [38.736191, 42.384002, 43.334058, 43.524021, 227.999881], [26.102082, 27.435939, 27.723351, 29.655821, 31.743503], [18.703174, 18.937305, 20.503534, 23.517118, 54.021764], [22.155568, 22.266536, 22.399394, 26.523025, 36.658268], [9.432147, 11.535917, 13.190884, 13.341921, 69.073629], [32.763081, 33.335048, 33.448408, 38.448138, 187.028239], [20.981117, 22.210264, 23.008998, 25.556922, 50.623239]]
### 2
fourier: [[36.134667, 40.012975, 41.488593, 43.700811, 43.799745], [29.728728, 29.791601, 37.880574, 38.771616, 69.951248], [16.245759, 17.295227, 18.385707, 21.420077, 121.232799], [28.175035, 31.911226, 33.811064, 37.962604, 49.878700], [29.612772, 37.276505, 37.790798, 41.448301, 79.041015], [36.053881, 37.262717, 43.434792, 45.435504, 84.319367], [25.392740, 26.192895, 27.816086, 31.481697, 181.140823], [30.795323, 32.919792, 39.679211, 42.202051, 123.525991], [19.132449, 20.017525, 25.327841, 26.728199, 27.452286], [23.768898, 25.726315, 28.442615, 28.722334, 42.374114], [24.948965, 32.867719, 34.920735, 36.979098, 40.403223], [20.436774, 21.343855, 21.431156, 28.621309, 199.873533], [27.013245, 27.642766, 37.172531, 37.621364, 39.488423], [53.735435, 55.772055, 60.360541, 67.268349, 279.989186]]
### 4
fourier: [[59.827231, 62.827065, 74.833156, 78.756350, 142.305956], [32.521569, 37.948010, 40.937632, 44.843917, 110.805038], [53.647953, 63.236527, 74.483722, 76.079123, 76.964655], [46.247025, 54.505647, 63.396069, 65.010756, 65.551844], [55.287561, 56.625792, 61.513383, 66.736291, 68.901271], [64.857438, 70.390120, 79.258998, 84.010501, 92.780853], [48.482145, 51.916448, 61.260343, 66.942680, 168.573284], [34.799970, 42.251282, 43.698755, 44.000527, 58.609848], [35.303987, 37.258265, 38.015895, 38.109700, 335.409811], [66.028554, 69.940722, 79.715425, 82.240083, 92.399527], [55.481410, 66.315023, 66.442111, 66.773646, 75.718316], [5.917325, 6.485541, 6.649772, 8.669840, 54.793464], [27.056322, 28.677833, 30.566302, 37.713840, 283.356868], [51.809982, 62.108905, 72.430009, 73.355212, 74.048350]]
### 6
fourier: [[70.672128, 82.884023, 96.637597, 104.462673, 105.001346], [77.641455, 86.883500, 94.896105, 103.200543, 112.024845], [28.652750, 31.660259, 34.209168, 34.695965, 242.819768], [15.339090, 17.216743, 17.806345, 23.607401, 47.777603], [49.364906, 58.471256, 68.344297, 72.580868, 74.220982], [58.197250, 62.627044, 63.739570, 84.237458, 369.954722], [100.710892, 109.218187, 119.999950, 132.733673, 140.345320], [63.729481, 74.331172, 90.560151, 90.611159, 94.925404], [14.355314, 14.861604, 15.681084, 15.821604, 102.684431], [51.985521, 61.875560, 70.167377, 74.818193, 80.637111], [48.266997, 55.242675, 68.479339, 70.172515, 70.805015], [36.732098, 42.637241, 47.807446, 50.883223, 56.195886], [66.214633, 78.607561, 89.354165, 97.637006, 97.963735], [74.959343, 82.561927, 91.039597, 92.260700, 95.228152]]
### 8
fourier: [[25.974368, 30.681530, 35.753180, 37.828825, 39.601858], [37.932047, 42.624453, 53.793892, 58.608128, 342.541949], [71.032629, 78.985841, 84.606448, 109.161723, 410.051818], [47.949966, 48.203960, 60.588219, 62.124588, 194.505701], [27.201515, 32.184551, 36.599413, 39.202050, 42.401857], [23.840880, 28.714225, 32.532985, 35.257158, 35.754260], [112.011994, 115.948810, 134.437064, 165.935483, 463.061958], [29.939490, 31.856683, 34.177954, 37.658424, 180.173778], [94.447490, 112.989131, 126.462580, 139.581520, 145.281779], [26.905427, 31.972265, 34.037041, 39.331582, 42.185840], [37.316215, 41.273662, 49.376251, 49.726735, 139.012112], [7.760738, 8.211972, 8.910124, 9.027531, 50.151382], [69.668771, 83.351029, 96.846591, 103.878018, 104.958064], [21.036501, 21.639629, 26.627473, 27.546664, 77.033373]]
### 10
fourier: [[5.469860, 5.912922, 6.086519, 6.512023, 30.400058], [40.822972, 48.121557, 55.108438, 59.947999, 60.811028], [68.162307, 71.948051, 76.596561, 100.192107, 341.375516], [52.998270, 56.251381, 63.716878, 69.710995, 98.231009], [72.316040, 73.127112, 86.011416, 97.665490, 195.847985], [82.535280, 87.487707, 101.073121, 108.400644, 147.512529], [7.421668, 8.866238, 9.443735, 9.695604, 19.669891], [47.706274, 47.947962, 56.582492, 64.788287, 131.802173], [19.362164, 20.082682, 25.386302, 29.729603, 135.470482], [50.021158, 50.087737, 59.557767, 67.552939, 125.975887], [8.285626, 9.035544, 10.928947, 12.699879, 63.354147], [11.720613, 11.877209, 11.987885, 12.620895, 93.995746], [13.610765, 14.965866, 16.100057, 17.026874, 47.165295], [54.298830, 57.889065, 66.312359, 68.674170, 71.146515]]
### 12
fourier: [[21.619919, 22.020354, 25.392497, 31.508205, 74.054928], [18.806161, 22.043667, 26.047643, 27.904816, 28.804925], [19.568176, 19.703034, 23.649915, 26.443675, 64.315844], [36.598087, 37.689061, 43.399415, 54.066713, 164.570456], [28.275806, 28.569601, 33.164863, 40.788008, 127.124165], [6.253896, 6.458468, 7.059415, 7.150552, 34.677314], [30.068471, 30.243483, 36.505856, 39.800711, 111.637974], [19.127725, 20.014437, 23.156163, 25.537419, 69.472135], [42.217349, 42.604380, 50.612424, 57.980939, 98.900637], [61.654139, 63.956250, 74.774014, 82.259360, 201.392332], [49.450332, 52.060615, 59.301925, 66.668506, 82.091011], [26.766916, 27.094679, 32.381100, 36.534719, 104.758356], [49.179243, 50.243840, 58.466791, 70.922830, 159.333718], [42.500941, 43.518124, 50.719516, 60.758447, 151.874573]]
### 14
fourier: [[45.286397, 45.489964, 54.326948, 58.896773, 124.809749], [5.215529, 5.555219, 6.931155, 8.054000, 49.532414], [9.465832, 9.625277, 12.120818, 13.472712, 121.629643], [57.324053, 58.203259, 67.849711, 76.566154, 159.907782], [8.352355, 9.073765, 10.344157, 10.419810, 50.317862], [63.625926, 63.944002, 76.014716, 84.202667, 200.338388], [21.180107, 21.628591, 24.625773, 31.297106, 111.204300], [38.030761, 38.922988, 44.923560, 50.917443, 113.894681], [56.703414, 56.825143, 68.220534, 73.177039, 184.108729], [32.155435, 32.773554, 39.124902, 40.389018, 88.058953], [20.175239, 21.446801, 24.133669, 25.081202, 34.433720], [37.138056, 37.509072, 43.841046, 50.216656, 127.760275], [24.713767, 26.245371, 30.128036, 31.351365, 63.792180], [41.648653, 43.294051, 49.820836, 54.246949, 112.020534]]
### 16
fourier: [[41.550056, 42.198832, 50.528173, 54.460901, 139.264853]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.251102, 18.034828, 19.822491, 23.626535, 47.230760], [20.613946, 22.456582, 24.907600, 25.674212, 248.800052], [19.209833, 20.085217, 21.494747, 24.450423, 68.197792], [18.874072, 21.136840, 21.670963, 22.300686, 150.334488], [19.398861, 20.810529, 22.363907, 24.987501, 25.676189], [19.459955, 21.847090, 23.667741, 28.219731, 64.921865], [15.760458, 16.900903, 18.462994, 20.896319, 21.494509], [38.736191, 42.384002, 43.334058, 43.524021, 227.999881], [26.102082, 27.435939, 27.723351, 29.655821, 31.743503], [18.703174, 18.937305, 20.503534, 23.517118, 54.021764], [22.155568, 22.266536, 22.399394, 26.523025, 36.658268], [9.432147, 11.535917, 13.190884, 13.341921, 69.073629], [32.763081, 33.335048, 33.448408, 38.448138, 187.028239], [20.981117, 22.210264, 23.008998, 25.556922, 50.623239]]
### 2
fourier: [[36.134667, 40.012975, 41.488593, 43.700811, 43.799745], [29.728728, 29.791601, 37.880574, 38.771616, 69.951248], [16.245759, 17.295227, 18.385707, 21.420077, 121.232799], [28.175035, 31.911226, 33.811064, 37.962604, 49.878700], [29.612772, 37.276505, 37.790798, 41.448301, 79.041015], [36.053881, 37.262717, 43.434792, 45.435504, 84.319367], [25.392740, 26.192895, 27.816086, 31.481697, 181.140823], [30.795323, 32.919792, 39.679211, 42.202051, 123.525991], [19.132449, 20.017525, 25.327841, 26.728199, 27.452286], [23.768898, 25.726315, 28.442615, 28.722334, 42.374114], [24.948965, 32.867719, 34.920735, 36.979098, 40.403223], [20.436774, 21.343855, 21.431156, 28.621309, 199.873533], [27.013245, 27.642766, 37.172531, 37.621364, 39.488423], [53.735435, 55.772055, 60.360541, 67.268349, 279.989186]]
### 4
fourier: [[59.827231, 62.827065, 74.833156, 78.756350, 142.305956], [32.521569, 37.948010, 40.937632, 44.843917, 110.805038], [53.647953, 63.236527, 74.483722, 76.079123, 76.964655], [46.247025, 54.505647, 63.396069, 65.010756, 65.551844], [55.287561, 56.625792, 61.513383, 66.736291, 68.901271], [64.857438, 70.390120, 79.258998, 84.010501, 92.780853], [48.482145, 51.916448, 61.260343, 66.942680, 168.573284], [34.799970, 42.251282, 43.698755, 44.000527, 58.609848], [35.303987, 37.258265, 38.015895, 38.109700, 335.409811], [66.028554, 69.940722, 79.715425, 82.240083, 92.399527], [55.481410, 66.315023, 66.442111, 66.773646, 75.718316], [5.917325, 6.485541, 6.649772, 8.669840, 54.793464], [27.056322, 28.677833, 30.566302, 37.713840, 283.356868], [51.809982, 62.108905, 72.430009, 73.355212, 74.048350]]
### 6
fourier: [[70.672128, 82.884023, 96.637597, 104.462673, 105.001346], [77.641455, 86.883500, 94.896105, 103.200543, 112.024845], [28.652750, 31.660259, 34.209168, 34.695965, 242.819768], [15.339090, 17.216743, 17.806345, 23.607401, 47.777603], [49.364906, 58.471256, 68.344297, 72.580868, 74.220982], [58.197250, 62.627044, 63.739570, 84.237458, 369.954722], [100.710892, 109.218187, 119.999950, 132.733673, 140.345320], [63.729481, 74.331172, 90.560151, 90.611159, 94.925404], [14.355314, 14.861604, 15.681084, 15.821604, 102.684431], [51.985521, 61.875560, 70.167377, 74.818193, 80.637111], [48.266997, 55.242675, 68.479339, 70.172515, 70.805015], [36.732098, 42.637241, 47.807446, 50.883223, 56.195886], [66.214633, 78.607561, 89.354165, 97.637006, 97.963735], [74.959343, 82.561927, 91.039597, 92.260700, 95.228152]]
### 8
fourier: [[25.974368, 30.681530, 35.753180, 37.828825, 39.601858], [37.932047, 42.624453, 53.793892, 58.608128, 342.541949], [71.032629, 78.985841, 84.606448, 109.161723, 410.051818], [47.949966, 48.203960, 60.588219, 62.124588, 194.505701], [27.201515, 32.184551, 36.599413, 39.202050, 42.401857], [23.840880, 28.714225, 32.532985, 35.257158, 35.754260], [112.011994, 115.948810, 134.437064, 165.935483, 463.061958], [29.939490, 31.856683, 34.177954, 37.658424, 180.173778], [94.447490, 112.989131, 126.462580, 139.581520, 145.281779], [26.905427, 31.972265, 34.037041, 39.331582, 42.185840], [37.316215, 41.273662, 49.376251, 49.726735, 139.012112], [7.760738, 8.211972, 8.910124, 9.027531, 50.151382], [69.668771, 83.351029, 96.846591, 103.878018, 104.958064], [21.036501, 21.639629, 26.627473, 27.546664, 77.033373]]
### 10
fourier: [[5.469860, 5.912922, 6.086519, 6.512023, 30.400058], [40.822972, 48.121557, 55.108438, 59.947999, 60.811028], [68.162307, 71.948051, 76.596561, 100.192107, 341.375516], [52.998270, 56.251381, 63.716878, 69.710995, 98.231009], [72.316040, 73.127112, 86.011416, 97.665490, 195.847985], [82.535280, 87.487707, 101.073121, 108.400644, 147.512529], [7.421668, 8.866238, 9.443735, 9.695604, 19.669891], [47.706274, 47.947962, 56.582492, 64.788287, 131.802173], [19.362164, 20.082682, 25.386302, 29.729603, 135.470482], [50.021158, 50.087737, 59.557767, 67.552939, 125.975887], [8.285626, 9.035544, 10.928947, 12.699879, 63.354147], [11.720613, 11.877209, 11.987885, 12.620895, 93.995746], [13.610765, 14.965866, 16.100057, 17.026874, 47.165295], [54.298830, 57.889065, 66.312359, 68.674170, 71.146515]]
### 12
fourier: [[21.619919, 22.020354, 25.392497, 31.508205, 74.054928], [18.806161, 22.043667, 26.047643, 27.904816, 28.804925], [19.568176, 19.703034, 23.649915, 26.443675, 64.315844], [36.598087, 37.689061, 43.399415, 54.066713, 164.570456], [28.275806, 28.569601, 33.164863, 40.788008, 127.124165], [6.253896, 6.458468, 7.059415, 7.150552, 34.677314], [30.068471, 30.243483, 36.505856, 39.800711, 111.637974], [19.127725, 20.014437, 23.156163, 25.537419, 69.472135], [42.217349, 42.604380, 50.612424, 57.980939, 98.900637], [61.654139, 63.956250, 74.774014, 82.259360, 201.392332], [49.450332, 52.060615, 59.301925, 66.668506, 82.091011], [26.766916, 27.094679, 32.381100, 36.534719, 104.758356], [49.179243, 50.243840, 58.466791, 70.922830, 159.333718], [42.500941, 43.518124, 50.719516, 60.758447, 151.874573]]
### 14
fourier: [[45.286397, 45.489964, 54.326948, 58.896773, 124.809749], [5.215529, 5.555219, 6.931155, 8.054000, 49.532414], [9.465832, 9.625277, 12.120818, 13.472712, 121.629643], [57.324053, 58.203259, 67.849711, 76.566154, 159.907782], [8.352355, 9.073765, 10.344157, 10.419810, 50.317862], [63.625926, 63.944002, 76.014716, 84.202667, 200.338388], [21.180107, 21.628591, 24.625773, 31.297106, 111.204300], [38.030761, 38.922988, 44.923560, 50.917443, 113.894681], [56.703414, 56.825143, 68.220534, 73.177039, 184.108729], [32.155435, 32.773554, 39.124902, 40.389018, 88.058953], [20.175239, 21.446801, 24.133669, 25.081202, 34.433720], [37.138056, 37.509072, 43.841046, 50.216656, 127.760275], [24.713767, 26.245371, 30.128036, 31.351365, 63.792180], [41.648653, 43.294051, 49.820836, 54.246949, 112.020534]]
### 16
fourier: [[41.550056, 42.198832, 50.528173, 54.460901, 139.264853]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6921454668045044, "train_acc": 0.565, "val_loss": 0.7036370635032654, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6849553883075714, "train_acc": 0.565, "val_loss": 0.6672155857086182, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6173035204410553, "train_acc": 0.595, "val_loss": 1.0835332870483398, "val_acc": 0.58}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.8454841077327728, "train_acc": 0.64, "val_loss": 0.6075679659843445, "val_acc": 0.8}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6098228394985199, "train_acc": 0.755, "val_loss": 0.6500564813613892, "val_acc": 0.6}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6423763930797577, "train_acc": 0.695, "val_loss": 0.6301823258399963, "val_acc": 0.6}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6161102056503296, "train_acc": 0.71, "val_loss": 0.5816051363945007, "val_acc": 0.66}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5714302957057953, "train_acc": 0.75, "val_loss": 0.5088834166526794, "val_acc": 0.84}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.5222361087799072, "train_acc": 0.785, "val_loss": 0.3744956851005554, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.44821156561374664, "train_acc": 0.8, "val_loss": 0.32135283946990967, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.45167508721351624, "train_acc": 0.8, "val_loss": 0.3320760428905487, "val_acc": 0.9}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.4334397614002228, "train_acc": 0.785, "val_loss": 0.38031718134880066, "val_acc": 0.88}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 0.7036370635032654, "final_val_loss": 0.6672155857086182, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 1.0835332870483398, "final_val_loss": 0.38031718134880066, "initial_val_acc": 0.58, "final_val_acc": 0.88, "best_val_acc": 0.9, "best_epoch": 9}, "improvement": 0.4, "first_improvement_epoch": 1}}
|
9,907
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.44, "improved_accuracy": 0.82, "improvement": 0.37999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3961, "learning_rate": 0.03617456012625469, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.016710, 23.160922, 26.249550, 30.017333, 53.883701], [12.680375, 12.704100, 14.247161, 14.401042, 54.028642], [31.219223, 33.483400, 36.846029, 46.012507, 180.351045], [32.580894, 33.145818, 36.030247, 38.309491, 80.256651], [28.103490, 29.683614, 30.729522, 31.190998, 37.017250], [22.704003, 22.997164, 23.077323, 24.579521, 97.109401], [25.839207, 26.128322, 27.692962, 32.676853, 128.179860], [33.837767, 33.997649, 37.049140, 43.905653, 65.971211], [15.309615, 15.944982, 18.309315, 20.596628, 30.825623], [25.439680, 27.334654, 28.845421, 33.120597, 157.085038], [19.666671, 19.912152, 26.362875, 28.524600, 29.950283], [18.484146, 18.888778, 19.987673, 22.812562, 61.111850], [21.890042, 23.543297, 26.369122, 27.715693, 139.545042]]
### 2
fourier: [[47.312904, 49.158719, 50.851632, 56.382559, 245.857299], [61.020638, 65.664063, 67.163586, 67.800663, 367.133770], [28.293298, 31.343848, 35.791357, 36.049219, 235.419614], [32.931621, 33.705054, 37.259696, 46.766186, 114.275824], [22.787446, 26.082661, 27.148687, 30.080346, 87.637844], [26.783284, 27.280847, 28.114827, 29.711786, 216.549522], [17.477541, 17.703433, 20.479623, 21.014754, 126.394265], [34.034814, 34.748304, 36.588214, 37.730425, 174.013733], [8.059927, 9.969734, 10.123823, 11.009284, 70.505318], [52.984458, 54.184160, 57.068718, 57.749586, 210.178681], [24.734995, 25.693740, 26.120785, 26.212918, 33.849979], [22.701585, 22.903077, 24.378583, 26.791517, 172.735237], [15.369148, 16.147683, 17.036412, 20.698370, 77.642849]]
### 4
fourier: [[21.109075, 21.382508, 22.626848, 22.751205, 126.308604], [69.721409, 71.623530, 72.543185, 74.756565, 281.939645], [11.604269, 12.036508, 12.870305, 13.590889, 96.722966], [61.653567, 65.934262, 66.814441, 69.104118, 316.858718], [14.825638, 16.728631, 17.352406, 18.002255, 100.781926], [37.252799, 40.113598, 40.246524, 42.274269, 221.973832], [45.974056, 46.106978, 46.591594, 48.432833, 170.369683], [9.334707, 11.549236, 11.850048, 13.305748, 132.516226], [30.696137, 31.784323, 31.848367, 32.200879, 179.686499], [13.355181, 14.140542, 14.411575, 16.225965, 43.143414], [18.418646, 18.677385, 20.340844, 20.628481, 67.148767], [12.816697, 13.613330, 13.877313, 14.671769, 109.093344], [22.740273, 24.693683, 26.547849, 27.881178, 205.629815]]
### 6
fourier: [[37.820309, 38.731090, 39.169871, 39.386081, 176.436756], [36.046242, 36.094947, 36.985937, 37.102875, 91.878644], [18.286851, 18.792054, 19.257075, 21.603929, 110.337908], [44.062909, 47.457235, 47.639633, 49.813357, 258.837285], [6.996140, 7.206555, 7.750709, 7.923716, 9.482251], [6.601645, 6.729234, 6.979153, 7.015383, 57.385889], [31.269509, 31.505955, 31.530035, 32.375459, 97.781273], [55.167210, 58.257104, 58.721256, 61.273597, 316.304732], [34.895197, 35.404504, 35.694431, 36.015963, 160.366913], [5.451203, 5.613789, 6.527788, 7.666717, 108.601215], [55.206622, 56.663806, 58.211923, 58.358464, 214.717562], [13.219683, 13.545331, 13.855969, 14.008840, 14.485478], [89.923458, 91.298940, 91.885763, 93.945517, 332.739687]]
### 8
fourier: [[15.959942, 15.996489, 16.207406, 17.819581, 60.998602], [19.217615, 19.391916, 19.775916, 22.607833, 25.370578], [72.442109, 74.684146, 76.511019, 77.439239, 237.091341], [67.705801, 71.306807, 73.519032, 73.899731, 269.649997], [51.505849, 52.003926, 53.698554, 54.217272, 126.448459], [72.685208, 75.898431, 78.105491, 79.877730, 272.669310], [19.668787, 20.070773, 20.263021, 20.333639, 58.204440], [3.638969, 3.951527, 4.154264, 4.376898, 60.281134], [3.984159, 4.375879, 4.641261, 5.470759, 86.196940], [6.604171, 6.619091, 6.881111, 7.654596, 60.650899], [9.081855, 9.582655, 10.402710, 11.420459, 120.582524], [26.200344, 26.559960, 27.829573, 27.921760, 54.004989], [59.416799, 61.607595, 63.801402, 65.068821, 241.335807]]
### 10
fourier: [[20.624436, 20.714951, 21.175962, 24.094093, 27.251875], [101.479209, 105.356281, 110.376855, 110.751424, 329.969039], [40.251012, 40.938732, 42.828127, 44.457966, 187.755526], [45.297709, 46.729483, 49.481303, 49.510503, 132.518256], [7.913769, 8.183487, 8.214006, 9.243270, 80.662514], [25.210224, 25.487375, 26.417223, 27.935834, 140.991164], [36.813340, 37.395065, 39.299447, 40.446456, 192.449083], [77.940889, 79.857714, 84.900056, 85.210016, 232.080476], [111.335937, 114.053812, 118.815377, 122.659599, 474.432168], [17.947758, 18.072011, 18.748925, 19.961801, 98.304238], [15.587752, 15.679567, 16.812435, 16.861134, 80.676680], [40.334385, 40.989503, 42.926933, 44.609361, 191.735930], [52.707529, 54.580434, 57.411068, 57.695506, 143.526103]]
### 12
fourier: [[44.829853, 45.517452, 48.119874, 49.437228, 154.041420], [39.734081, 39.750819, 42.618665, 44.197568, 176.147668], [44.545570, 45.524653, 47.977871, 49.035180, 181.331362], [58.302921, 59.277760, 62.932148, 64.366604, 237.320781], [61.448722, 63.683432, 66.592799, 67.126475, 204.096903], [15.251791, 15.347266, 16.486444, 17.139120, 79.048263], [82.989171, 84.923109, 89.792207, 91.266369, 294.748933], [29.979364, 30.760293, 32.354034, 32.852118, 99.453037], [21.996543, 22.406245, 23.825250, 24.341526, 107.490143], [16.263394, 16.927451, 17.433496, 17.634757, 70.549798], [9.059163, 9.560726, 9.804020, 10.659108, 73.771008], [43.703734, 44.133605, 47.239924, 48.411464, 181.457082], [15.093864, 15.599504, 16.351096, 17.467160, 118.964052]]
### 14
fourier: [[10.136786, 10.472529, 10.849926, 11.083657, 63.039261], [40.961968, 42.057233, 44.432368, 45.136993, 132.766813], [16.106652, 16.636352, 17.478337, 17.668517, 40.233143], [9.174388, 9.243986, 9.902027, 10.150464, 64.830943], [5.204251, 5.378911, 5.689421, 6.008879, 17.028896], [19.367554, 19.964005, 20.994778, 21.218367, 52.979387], [45.886111, 46.845723, 49.450523, 50.767798, 177.518592], [18.380252, 18.879677, 19.811235, 20.251812, 71.817066], [8.710802, 8.829288, 9.474843, 9.667990, 26.523585], [52.420642, 53.279755, 56.495874, 57.977638, 220.233009], [19.643425, 20.379801, 21.182728, 21.541889, 57.043274], [17.342135, 18.059543, 18.831870, 18.938756, 26.366457], [5.612510, 5.840973, 6.270549, 6.532849, 66.576093]]
### 16
fourier: [[0.367304, 0.386969, 0.444944, 0.460184, 24.553192], [4.142332, 4.319337, 4.414987, 4.598655, 14.122877], [13.591220, 13.911442, 14.717309, 15.038508, 60.775106], [4.262340, 4.501140, 4.532980, 4.759515, 27.365898], [36.574443, 37.291532, 40.160951, 40.652673, 121.763380], [11.201940, 11.279109, 12.428950, 12.451749, 58.132820], [3.715747, 3.922029, 3.963111, 4.411029, 4.420629], [0.131711, 0.133555, 0.194283, 0.199499, 51.396917], [1.023492, 1.031743, 1.142148, 1.187406, 5.495099], [15.134809, 15.492023, 16.502360, 16.812942, 63.185358], [25.727303, 26.496855, 28.059393, 28.592589, 87.157766], [36.065415, 36.853466, 39.038911, 40.011093, 135.563293], [38.378523, 39.037965, 41.984613, 42.602705, 134.592656]]
### 18
fourier: [[6.332446, 6.372172, 7.077384, 7.109314, 52.667023], [0.639330, 0.678857, 0.742191, 0.774687, 20.946662], [7.476841, 7.562016, 8.343043, 8.422961, 31.143365], [8.047971, 8.247957, 8.824829, 8.915585, 53.878336], [5.139355, 5.280837, 5.673072, 5.677477, 43.963406], [10.162096, 10.305575, 11.299170, 11.425362, 15.743654], [13.114481, 13.225864, 14.632895, 14.761052, 62.782104], [7.868389, 7.929462, 8.809577, 8.871777, 40.479242], [1.758505, 1.787334, 1.801205, 2.048903, 2.155555], [1.825566, 1.938764, 1.994009, 1.997169, 39.295416], [6.215734, 6.583949, 6.846474, 7.210562, 7.243924], [5.242873, 5.463354, 5.646486, 5.657760, 35.731908], [12.396718, 12.702580, 13.742353, 13.810444, 33.611499]]
### 20
fourier: [[5.577623, 5.587714, 6.275606, 6.319210, 13.934080]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.016710, 23.160922, 26.249550, 30.017333, 53.883701], [12.680375, 12.704100, 14.247161, 14.401042, 54.028642], [31.219223, 33.483400, 36.846029, 46.012507, 180.351045], [32.580894, 33.145818, 36.030247, 38.309491, 80.256651], [28.103490, 29.683614, 30.729522, 31.190998, 37.017250], [22.704003, 22.997164, 23.077323, 24.579521, 97.109401], [25.839207, 26.128322, 27.692962, 32.676853, 128.179860], [33.837767, 33.997649, 37.049140, 43.905653, 65.971211], [15.309615, 15.944982, 18.309315, 20.596628, 30.825623], [25.439680, 27.334654, 28.845421, 33.120597, 157.085038], [19.666671, 19.912152, 26.362875, 28.524600, 29.950283], [18.484146, 18.888778, 19.987673, 22.812562, 61.111850], [21.890042, 23.543297, 26.369122, 27.715693, 139.545042]]
### 2
fourier: [[47.312904, 49.158719, 50.851632, 56.382559, 245.857299], [61.020638, 65.664063, 67.163586, 67.800663, 367.133770], [28.293298, 31.343848, 35.791357, 36.049219, 235.419614], [32.931621, 33.705054, 37.259696, 46.766186, 114.275824], [22.787446, 26.082661, 27.148687, 30.080346, 87.637844], [26.783284, 27.280847, 28.114827, 29.711786, 216.549522], [17.477541, 17.703433, 20.479623, 21.014754, 126.394265], [34.034814, 34.748304, 36.588214, 37.730425, 174.013733], [8.059927, 9.969734, 10.123823, 11.009284, 70.505318], [52.984458, 54.184160, 57.068718, 57.749586, 210.178681], [24.734995, 25.693740, 26.120785, 26.212918, 33.849979], [22.701585, 22.903077, 24.378583, 26.791517, 172.735237], [15.369148, 16.147683, 17.036412, 20.698370, 77.642849]]
### 4
fourier: [[21.109075, 21.382508, 22.626848, 22.751205, 126.308604], [69.721409, 71.623530, 72.543185, 74.756565, 281.939645], [11.604269, 12.036508, 12.870305, 13.590889, 96.722966], [61.653567, 65.934262, 66.814441, 69.104118, 316.858718], [14.825638, 16.728631, 17.352406, 18.002255, 100.781926], [37.252799, 40.113598, 40.246524, 42.274269, 221.973832], [45.974056, 46.106978, 46.591594, 48.432833, 170.369683], [9.334707, 11.549236, 11.850048, 13.305748, 132.516226], [30.696137, 31.784323, 31.848367, 32.200879, 179.686499], [13.355181, 14.140542, 14.411575, 16.225965, 43.143414], [18.418646, 18.677385, 20.340844, 20.628481, 67.148767], [12.816697, 13.613330, 13.877313, 14.671769, 109.093344], [22.740273, 24.693683, 26.547849, 27.881178, 205.629815]]
### 6
fourier: [[37.820309, 38.731090, 39.169871, 39.386081, 176.436756], [36.046242, 36.094947, 36.985937, 37.102875, 91.878644], [18.286851, 18.792054, 19.257075, 21.603929, 110.337908], [44.062909, 47.457235, 47.639633, 49.813357, 258.837285], [6.996140, 7.206555, 7.750709, 7.923716, 9.482251], [6.601645, 6.729234, 6.979153, 7.015383, 57.385889], [31.269509, 31.505955, 31.530035, 32.375459, 97.781273], [55.167210, 58.257104, 58.721256, 61.273597, 316.304732], [34.895197, 35.404504, 35.694431, 36.015963, 160.366913], [5.451203, 5.613789, 6.527788, 7.666717, 108.601215], [55.206622, 56.663806, 58.211923, 58.358464, 214.717562], [13.219683, 13.545331, 13.855969, 14.008840, 14.485478], [89.923458, 91.298940, 91.885763, 93.945517, 332.739687]]
### 8
fourier: [[15.959942, 15.996489, 16.207406, 17.819581, 60.998602], [19.217615, 19.391916, 19.775916, 22.607833, 25.370578], [72.442109, 74.684146, 76.511019, 77.439239, 237.091341], [67.705801, 71.306807, 73.519032, 73.899731, 269.649997], [51.505849, 52.003926, 53.698554, 54.217272, 126.448459], [72.685208, 75.898431, 78.105491, 79.877730, 272.669310], [19.668787, 20.070773, 20.263021, 20.333639, 58.204440], [3.638969, 3.951527, 4.154264, 4.376898, 60.281134], [3.984159, 4.375879, 4.641261, 5.470759, 86.196940], [6.604171, 6.619091, 6.881111, 7.654596, 60.650899], [9.081855, 9.582655, 10.402710, 11.420459, 120.582524], [26.200344, 26.559960, 27.829573, 27.921760, 54.004989], [59.416799, 61.607595, 63.801402, 65.068821, 241.335807]]
### 10
fourier: [[20.624436, 20.714951, 21.175962, 24.094093, 27.251875], [101.479209, 105.356281, 110.376855, 110.751424, 329.969039], [40.251012, 40.938732, 42.828127, 44.457966, 187.755526], [45.297709, 46.729483, 49.481303, 49.510503, 132.518256], [7.913769, 8.183487, 8.214006, 9.243270, 80.662514], [25.210224, 25.487375, 26.417223, 27.935834, 140.991164], [36.813340, 37.395065, 39.299447, 40.446456, 192.449083], [77.940889, 79.857714, 84.900056, 85.210016, 232.080476], [111.335937, 114.053812, 118.815377, 122.659599, 474.432168], [17.947758, 18.072011, 18.748925, 19.961801, 98.304238], [15.587752, 15.679567, 16.812435, 16.861134, 80.676680], [40.334385, 40.989503, 42.926933, 44.609361, 191.735930], [52.707529, 54.580434, 57.411068, 57.695506, 143.526103]]
### 12
fourier: [[44.829853, 45.517452, 48.119874, 49.437228, 154.041420], [39.734081, 39.750819, 42.618665, 44.197568, 176.147668], [44.545570, 45.524653, 47.977871, 49.035180, 181.331362], [58.302921, 59.277760, 62.932148, 64.366604, 237.320781], [61.448722, 63.683432, 66.592799, 67.126475, 204.096903], [15.251791, 15.347266, 16.486444, 17.139120, 79.048263], [82.989171, 84.923109, 89.792207, 91.266369, 294.748933], [29.979364, 30.760293, 32.354034, 32.852118, 99.453037], [21.996543, 22.406245, 23.825250, 24.341526, 107.490143], [16.263394, 16.927451, 17.433496, 17.634757, 70.549798], [9.059163, 9.560726, 9.804020, 10.659108, 73.771008], [43.703734, 44.133605, 47.239924, 48.411464, 181.457082], [15.093864, 15.599504, 16.351096, 17.467160, 118.964052]]
### 14
fourier: [[10.136786, 10.472529, 10.849926, 11.083657, 63.039261], [40.961968, 42.057233, 44.432368, 45.136993, 132.766813], [16.106652, 16.636352, 17.478337, 17.668517, 40.233143], [9.174388, 9.243986, 9.902027, 10.150464, 64.830943], [5.204251, 5.378911, 5.689421, 6.008879, 17.028896], [19.367554, 19.964005, 20.994778, 21.218367, 52.979387], [45.886111, 46.845723, 49.450523, 50.767798, 177.518592], [18.380252, 18.879677, 19.811235, 20.251812, 71.817066], [8.710802, 8.829288, 9.474843, 9.667990, 26.523585], [52.420642, 53.279755, 56.495874, 57.977638, 220.233009], [19.643425, 20.379801, 21.182728, 21.541889, 57.043274], [17.342135, 18.059543, 18.831870, 18.938756, 26.366457], [5.612510, 5.840973, 6.270549, 6.532849, 66.576093]]
### 16
fourier: [[0.367304, 0.386969, 0.444944, 0.460184, 24.553192], [4.142332, 4.319337, 4.414987, 4.598655, 14.122877], [13.591220, 13.911442, 14.717309, 15.038508, 60.775106], [4.262340, 4.501140, 4.532980, 4.759515, 27.365898], [36.574443, 37.291532, 40.160951, 40.652673, 121.763380], [11.201940, 11.279109, 12.428950, 12.451749, 58.132820], [3.715747, 3.922029, 3.963111, 4.411029, 4.420629], [0.131711, 0.133555, 0.194283, 0.199499, 51.396917], [1.023492, 1.031743, 1.142148, 1.187406, 5.495099], [15.134809, 15.492023, 16.502360, 16.812942, 63.185358], [25.727303, 26.496855, 28.059393, 28.592589, 87.157766], [36.065415, 36.853466, 39.038911, 40.011093, 135.563293], [38.378523, 39.037965, 41.984613, 42.602705, 134.592656]]
### 18
fourier: [[6.332446, 6.372172, 7.077384, 7.109314, 52.667023], [0.639330, 0.678857, 0.742191, 0.774687, 20.946662], [7.476841, 7.562016, 8.343043, 8.422961, 31.143365], [8.047971, 8.247957, 8.824829, 8.915585, 53.878336], [5.139355, 5.280837, 5.673072, 5.677477, 43.963406], [10.162096, 10.305575, 11.299170, 11.425362, 15.743654], [13.114481, 13.225864, 14.632895, 14.761052, 62.782104], [7.868389, 7.929462, 8.809577, 8.871777, 40.479242], [1.758505, 1.787334, 1.801205, 2.048903, 2.155555], [1.825566, 1.938764, 1.994009, 1.997169, 39.295416], [6.215734, 6.583949, 6.846474, 7.210562, 7.243924], [5.242873, 5.463354, 5.646486, 5.657760, 35.731908], [12.396718, 12.702580, 13.742353, 13.810444, 33.611499]]
### 20
fourier: [[5.577623, 5.587714, 6.275606, 6.319210, 13.934080]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6892638206481934, "train_acc": 0.6, "val_loss": 0.7247328162193298, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6774075031280518, "train_acc": 0.6, "val_loss": 0.7329051494598389, "val_acc": 0.44}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6704406440258026, "train_acc": 0.6, "val_loss": 0.7168112993240356, "val_acc": 0.44}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6319802403450012, "train_acc": 0.6, "val_loss": 0.7205386161804199, "val_acc": 0.44}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.5620270371437073, "train_acc": 0.6, "val_loss": 0.6017848253250122, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 1.0168004035949707, "train_acc": 0.515, "val_loss": 0.5391049385070801, "val_acc": 0.44}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5423839688301086, "train_acc": 0.505, "val_loss": 0.6294190883636475, "val_acc": 0.82}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.6451174914836884, "train_acc": 0.69, "val_loss": 0.663361668586731, "val_acc": 0.68}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.6704970002174377, "train_acc": 0.615, "val_loss": 0.6603968739509583, "val_acc": 0.66}], "summary": {"total_epochs": 9, "degraded_epochs": 5, "improved_epochs": 4, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.7247328162193298, "final_val_loss": 0.6017848253250122, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.5391049385070801, "final_val_loss": 0.6603968739509583, "initial_val_acc": 0.44, "final_val_acc": 0.66, "best_val_acc": 0.82, "best_epoch": 6}, "improvement": 0.37999999999999995, "first_improvement_epoch": 4}}
|
9,908
|
{"target_pattern": "sorted_descending", "degraded_accuracy": 0.48, "improved_accuracy": 0.88, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4115, "learning_rate": 0.04304735179916511, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_descending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_descending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.227146, 20.476682, 21.050402, 21.571926, 70.134345], [20.732443, 21.967496, 25.687238, 27.162872, 46.060475], [19.398276, 19.913717, 20.181672, 20.261439, 69.190170], [20.102275, 20.863917, 22.360212, 27.019754, 163.704611], [11.300693, 12.535368, 13.205568, 14.526390, 16.920835], [15.112562, 15.395288, 19.093622, 20.385995, 72.549260], [18.658232, 18.712826, 21.052728, 27.258731, 38.997007], [15.375391, 16.206568, 16.437509, 20.006012, 59.703946], [19.484616, 21.908398, 22.225506, 23.214216, 30.618903], [29.682565, 30.929567, 37.576424, 39.848306, 195.171324], [13.367724, 14.097378, 14.416140, 15.230669, 92.292064]]
### 2
fourier: [[13.519499, 14.431436, 14.788930, 15.313960, 70.916492], [5.361749, 5.935383, 6.067523, 6.844579, 20.780067], [12.078148, 13.259740, 14.330716, 16.915286, 138.780980], [10.183715, 11.140092, 12.396735, 14.451376, 21.075841], [9.141457, 9.486489, 9.662131, 10.049378, 52.187188], [5.056282, 5.283118, 6.155842, 6.406516, 20.554586], [9.376248, 9.408650, 11.083799, 12.090531, 63.308850], [16.979343, 17.170838, 17.365658, 17.628678, 112.167549], [24.942756, 25.023444, 25.546016, 27.484655, 126.768278], [12.240286, 12.628180, 13.444556, 15.724748, 123.116077], [18.293305, 18.316566, 18.873047, 20.789338, 171.444714]]
### 4
fourier: [[2.938738, 3.105735, 3.227013, 3.321855, 4.341848], [6.128184, 7.096126, 7.170199, 7.245128, 20.436824], [24.356096, 24.603720, 25.041028, 26.511340, 139.382521], [20.605806, 21.129485, 21.324491, 22.297825, 139.515268], [18.300062, 18.475687, 19.771881, 20.325443, 136.424706], [7.098759, 7.796006, 7.863818, 8.262937, 9.131300], [13.895252, 14.011373, 14.059125, 14.953951, 60.725875], [8.551779, 9.160793, 10.424801, 11.218667, 46.011367], [16.699383, 16.706141, 16.767580, 17.782738, 94.565393], [18.138570, 18.372682, 18.521085, 19.328841, 125.955976], [9.226064, 9.549217, 10.188404, 10.256626, 38.331335]]
### 6
fourier: [[23.435405, 24.496734, 26.053110, 26.504855, 128.651613], [7.705525, 8.061972, 8.553941, 8.898339, 26.164454], [6.832683, 7.616419, 7.966119, 8.100664, 8.345464], [24.941172, 25.049933, 26.639802, 27.266553, 133.112885], [12.060065, 12.337519, 12.767747, 13.041192, 13.123631], [9.537112, 9.991591, 10.228391, 10.484727, 14.660138], [32.926755, 33.497065, 34.198288, 35.725238, 188.813199], [7.758726, 7.975521, 8.042639, 8.361763, 14.686199], [4.990734, 5.485911, 5.689738, 5.723554, 5.832438], [6.595596, 6.695211, 6.946273, 6.948171, 6.993377], [22.285108, 22.719314, 23.148711, 24.005502, 107.759868]]
### 8
fourier: [[9.329775, 10.232372, 12.008638, 12.412875, 13.420409], [36.634206, 38.312458, 39.591365, 39.880488, 177.499433], [12.401863, 13.017597, 13.311490, 13.945548, 48.266978], [5.098815, 5.399833, 5.878101, 6.368509, 19.823258], [14.323877, 15.727660, 15.985525, 16.013908, 62.859123], [7.527039, 7.691625, 8.202848, 8.944394, 28.773794], [9.530876, 9.871297, 10.380291, 10.638050, 49.136375], [27.023960, 28.785640, 29.816981, 29.861867, 115.236115], [38.160073, 39.287881, 40.145291, 41.244505, 190.487075], [11.451638, 11.752178, 12.170559, 13.076880, 17.410891], [22.852581, 23.783343, 24.312658, 24.870730, 93.157091]]
### 10
fourier: [[21.028223, 22.861723, 23.067222, 23.381597, 83.460438], [12.389415, 12.691861, 12.937917, 13.369491, 68.519857], [12.900967, 13.159846, 13.872151, 14.124384, 74.475658], [54.162744, 55.185566, 55.556908, 57.959822, 248.240125], [26.964000, 29.595234, 30.066054, 30.285423, 132.031888], [31.038414, 31.413682, 31.516326, 33.048997, 146.553886], [6.297487, 6.895980, 7.027371, 7.055933, 15.537368], [29.048846, 31.120649, 31.287384, 32.062306, 159.541076], [13.673009, 13.692265, 14.048699, 14.570042, 50.767734], [24.135600, 24.701653, 26.551516, 26.757761, 148.173053], [35.808997, 36.113571, 36.625500, 38.287922, 169.193827]]
### 12
fourier: [[23.201867, 23.421437, 24.369519, 25.144549, 105.768096], [17.118455, 17.383831, 17.449298, 18.388538, 93.386106], [43.702846, 44.033537, 44.572303, 46.899366, 218.140805], [20.810509, 20.903535, 22.080044, 22.635953, 95.011041], [17.794714, 18.111670, 18.423328, 19.229488, 82.086307], [22.094504, 22.174950, 22.212007, 23.561567, 107.766480], [18.000470, 19.562181, 19.751441, 20.272816, 95.148756], [56.982280, 57.497740, 57.708139, 61.038791, 307.858124], [21.367207, 21.668546, 21.980666, 23.019254, 88.534994], [18.566336, 19.888691, 20.102249, 20.669910, 84.582158], [19.661087, 20.001118, 20.499849, 21.341008, 102.190110]]
### 14
fourier: [[16.165851, 16.674451, 17.071364, 17.734193, 60.678807], [2.614268, 2.948183, 2.948911, 3.326974, 5.566460], [3.890147, 4.758994, 4.845561, 5.093177, 39.103796], [14.324693, 14.551210, 14.868931, 15.615682, 92.339694], [2.982377, 2.990005, 3.784386, 3.878194, 4.015199], [21.754012, 23.028095, 23.834421, 24.300531, 135.457353], [3.787517, 4.166395, 4.262395, 4.631152, 11.243266], [8.157131, 8.217930, 8.641494, 8.980543, 54.011785], [18.274343, 18.476233, 19.003124, 19.807187, 72.508553], [39.521678, 40.390374, 41.623348, 43.107543, 225.148642], [45.821288, 47.536951, 49.101759, 50.510784, 234.654119]]
### 16
fourier: [[1.270118, 1.424953, 1.681334, 1.905664, 29.405641], [32.397217, 33.780426, 35.145232, 36.190177, 183.075475], [0.474729, 0.494162, 0.505751, 0.531505, 1.031961], [2.926170, 3.841735, 4.133624, 4.509843, 17.199839], [12.053148, 12.301367, 12.562282, 13.244089, 81.352844], [8.870698, 9.524492, 9.906761, 10.145847, 48.930336], [24.798190, 25.473265, 26.476419, 27.427239, 142.292687], [5.754629, 7.116356, 7.165467, 7.476977, 61.351848], [4.028867, 5.086492, 5.257824, 5.575301, 25.452131], [32.155312, 32.717235, 33.919985, 35.311078, 177.119969], [10.192223, 10.238751, 10.722623, 11.181181, 59.553406]]
### 18
fourier: [[3.425007, 3.606123, 3.687457, 3.878349, 17.132528], [16.438451, 17.431943, 18.208886, 18.752802, 76.159544], [21.312618, 21.881710, 22.625818, 23.688800, 102.676192], [11.549888, 11.876673, 11.881269, 12.724689, 76.751627], [26.816875, 27.338307, 28.203517, 29.654801, 143.952108], [7.142009, 7.363200, 7.574706, 7.950975, 59.464805], [25.074392, 25.740690, 26.596748, 27.876080, 160.171351], [30.583024, 31.966949, 33.192264, 34.434398, 158.566073], [20.036427, 21.480438, 22.333851, 22.987792, 107.992458], [4.058965, 4.527334, 4.716586, 4.814789, 44.089415], [29.875133, 30.910687, 32.016735, 33.389872, 171.157781]]
### 20
fourier: [[18.450492, 19.149407, 19.690381, 20.743020, 78.386576]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_descending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.227146, 20.476682, 21.050402, 21.571926, 70.134345], [20.732443, 21.967496, 25.687238, 27.162872, 46.060475], [19.398276, 19.913717, 20.181672, 20.261439, 69.190170], [20.102275, 20.863917, 22.360212, 27.019754, 163.704611], [11.300693, 12.535368, 13.205568, 14.526390, 16.920835], [15.112562, 15.395288, 19.093622, 20.385995, 72.549260], [18.658232, 18.712826, 21.052728, 27.258731, 38.997007], [15.375391, 16.206568, 16.437509, 20.006012, 59.703946], [19.484616, 21.908398, 22.225506, 23.214216, 30.618903], [29.682565, 30.929567, 37.576424, 39.848306, 195.171324], [13.367724, 14.097378, 14.416140, 15.230669, 92.292064]]
### 2
fourier: [[13.519499, 14.431436, 14.788930, 15.313960, 70.916492], [5.361749, 5.935383, 6.067523, 6.844579, 20.780067], [12.078148, 13.259740, 14.330716, 16.915286, 138.780980], [10.183715, 11.140092, 12.396735, 14.451376, 21.075841], [9.141457, 9.486489, 9.662131, 10.049378, 52.187188], [5.056282, 5.283118, 6.155842, 6.406516, 20.554586], [9.376248, 9.408650, 11.083799, 12.090531, 63.308850], [16.979343, 17.170838, 17.365658, 17.628678, 112.167549], [24.942756, 25.023444, 25.546016, 27.484655, 126.768278], [12.240286, 12.628180, 13.444556, 15.724748, 123.116077], [18.293305, 18.316566, 18.873047, 20.789338, 171.444714]]
### 4
fourier: [[2.938738, 3.105735, 3.227013, 3.321855, 4.341848], [6.128184, 7.096126, 7.170199, 7.245128, 20.436824], [24.356096, 24.603720, 25.041028, 26.511340, 139.382521], [20.605806, 21.129485, 21.324491, 22.297825, 139.515268], [18.300062, 18.475687, 19.771881, 20.325443, 136.424706], [7.098759, 7.796006, 7.863818, 8.262937, 9.131300], [13.895252, 14.011373, 14.059125, 14.953951, 60.725875], [8.551779, 9.160793, 10.424801, 11.218667, 46.011367], [16.699383, 16.706141, 16.767580, 17.782738, 94.565393], [18.138570, 18.372682, 18.521085, 19.328841, 125.955976], [9.226064, 9.549217, 10.188404, 10.256626, 38.331335]]
### 6
fourier: [[23.435405, 24.496734, 26.053110, 26.504855, 128.651613], [7.705525, 8.061972, 8.553941, 8.898339, 26.164454], [6.832683, 7.616419, 7.966119, 8.100664, 8.345464], [24.941172, 25.049933, 26.639802, 27.266553, 133.112885], [12.060065, 12.337519, 12.767747, 13.041192, 13.123631], [9.537112, 9.991591, 10.228391, 10.484727, 14.660138], [32.926755, 33.497065, 34.198288, 35.725238, 188.813199], [7.758726, 7.975521, 8.042639, 8.361763, 14.686199], [4.990734, 5.485911, 5.689738, 5.723554, 5.832438], [6.595596, 6.695211, 6.946273, 6.948171, 6.993377], [22.285108, 22.719314, 23.148711, 24.005502, 107.759868]]
### 8
fourier: [[9.329775, 10.232372, 12.008638, 12.412875, 13.420409], [36.634206, 38.312458, 39.591365, 39.880488, 177.499433], [12.401863, 13.017597, 13.311490, 13.945548, 48.266978], [5.098815, 5.399833, 5.878101, 6.368509, 19.823258], [14.323877, 15.727660, 15.985525, 16.013908, 62.859123], [7.527039, 7.691625, 8.202848, 8.944394, 28.773794], [9.530876, 9.871297, 10.380291, 10.638050, 49.136375], [27.023960, 28.785640, 29.816981, 29.861867, 115.236115], [38.160073, 39.287881, 40.145291, 41.244505, 190.487075], [11.451638, 11.752178, 12.170559, 13.076880, 17.410891], [22.852581, 23.783343, 24.312658, 24.870730, 93.157091]]
### 10
fourier: [[21.028223, 22.861723, 23.067222, 23.381597, 83.460438], [12.389415, 12.691861, 12.937917, 13.369491, 68.519857], [12.900967, 13.159846, 13.872151, 14.124384, 74.475658], [54.162744, 55.185566, 55.556908, 57.959822, 248.240125], [26.964000, 29.595234, 30.066054, 30.285423, 132.031888], [31.038414, 31.413682, 31.516326, 33.048997, 146.553886], [6.297487, 6.895980, 7.027371, 7.055933, 15.537368], [29.048846, 31.120649, 31.287384, 32.062306, 159.541076], [13.673009, 13.692265, 14.048699, 14.570042, 50.767734], [24.135600, 24.701653, 26.551516, 26.757761, 148.173053], [35.808997, 36.113571, 36.625500, 38.287922, 169.193827]]
### 12
fourier: [[23.201867, 23.421437, 24.369519, 25.144549, 105.768096], [17.118455, 17.383831, 17.449298, 18.388538, 93.386106], [43.702846, 44.033537, 44.572303, 46.899366, 218.140805], [20.810509, 20.903535, 22.080044, 22.635953, 95.011041], [17.794714, 18.111670, 18.423328, 19.229488, 82.086307], [22.094504, 22.174950, 22.212007, 23.561567, 107.766480], [18.000470, 19.562181, 19.751441, 20.272816, 95.148756], [56.982280, 57.497740, 57.708139, 61.038791, 307.858124], [21.367207, 21.668546, 21.980666, 23.019254, 88.534994], [18.566336, 19.888691, 20.102249, 20.669910, 84.582158], [19.661087, 20.001118, 20.499849, 21.341008, 102.190110]]
### 14
fourier: [[16.165851, 16.674451, 17.071364, 17.734193, 60.678807], [2.614268, 2.948183, 2.948911, 3.326974, 5.566460], [3.890147, 4.758994, 4.845561, 5.093177, 39.103796], [14.324693, 14.551210, 14.868931, 15.615682, 92.339694], [2.982377, 2.990005, 3.784386, 3.878194, 4.015199], [21.754012, 23.028095, 23.834421, 24.300531, 135.457353], [3.787517, 4.166395, 4.262395, 4.631152, 11.243266], [8.157131, 8.217930, 8.641494, 8.980543, 54.011785], [18.274343, 18.476233, 19.003124, 19.807187, 72.508553], [39.521678, 40.390374, 41.623348, 43.107543, 225.148642], [45.821288, 47.536951, 49.101759, 50.510784, 234.654119]]
### 16
fourier: [[1.270118, 1.424953, 1.681334, 1.905664, 29.405641], [32.397217, 33.780426, 35.145232, 36.190177, 183.075475], [0.474729, 0.494162, 0.505751, 0.531505, 1.031961], [2.926170, 3.841735, 4.133624, 4.509843, 17.199839], [12.053148, 12.301367, 12.562282, 13.244089, 81.352844], [8.870698, 9.524492, 9.906761, 10.145847, 48.930336], [24.798190, 25.473265, 26.476419, 27.427239, 142.292687], [5.754629, 7.116356, 7.165467, 7.476977, 61.351848], [4.028867, 5.086492, 5.257824, 5.575301, 25.452131], [32.155312, 32.717235, 33.919985, 35.311078, 177.119969], [10.192223, 10.238751, 10.722623, 11.181181, 59.553406]]
### 18
fourier: [[3.425007, 3.606123, 3.687457, 3.878349, 17.132528], [16.438451, 17.431943, 18.208886, 18.752802, 76.159544], [21.312618, 21.881710, 22.625818, 23.688800, 102.676192], [11.549888, 11.876673, 11.881269, 12.724689, 76.751627], [26.816875, 27.338307, 28.203517, 29.654801, 143.952108], [7.142009, 7.363200, 7.574706, 7.950975, 59.464805], [25.074392, 25.740690, 26.596748, 27.876080, 160.171351], [30.583024, 31.966949, 33.192264, 34.434398, 158.566073], [20.036427, 21.480438, 22.333851, 22.987792, 107.992458], [4.058965, 4.527334, 4.716586, 4.814789, 44.089415], [29.875133, 30.910687, 32.016735, 33.389872, 171.157781]]
### 20
fourier: [[18.450492, 19.149407, 19.690381, 20.743020, 78.386576]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_descending
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7147659957408905, "train_acc": 0.43, "val_loss": 0.6986072063446045, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6624162197113037, "train_acc": 0.57, "val_loss": 0.6976147294044495, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.5888952910900116, "train_acc": 0.57, "val_loss": 0.515877366065979, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.8214072734117508, "train_acc": 0.575, "val_loss": 0.4303632378578186, "val_acc": 0.88}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.4445348531007767, "train_acc": 0.935, "val_loss": 0.6474806070327759, "val_acc": 0.62}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6200053691864014, "train_acc": 0.69, "val_loss": 0.6216257214546204, "val_acc": 0.62}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.5283366739749908, "train_acc": 0.77, "val_loss": 0.46863067150115967, "val_acc": 0.82}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["sorted_descending"], "degraded_stage": {"initial_val_loss": 0.6986072063446045, "final_val_loss": 0.515877366065979, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.4303632378578186, "final_val_loss": 0.46863067150115967, "initial_val_acc": 0.88, "final_val_acc": 0.82, "best_val_acc": 0.88, "best_epoch": 3}, "improvement": 0.4, "first_improvement_epoch": 2}}
|
9,909
|
{"target_pattern": "has_majority", "degraded_accuracy": 0.46, "improved_accuracy": 0.74, "improvement": 0.27999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6536, "learning_rate": 0.054429844276448966, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "has_majority", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["has_majority"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[11.521290, 11.965002, 12.533806, 14.229377, 15.342246], [17.996578, 18.307767, 19.248222, 20.877150, 23.688604], [18.660169, 19.358709, 20.930443, 23.765287, 119.570507], [16.850192, 17.683705, 19.183477, 19.352767, 19.784072], [12.960976, 13.424269, 13.497543, 14.565766, 19.468638], [20.591222, 21.068204, 22.862847, 25.652212, 209.219231], [13.502160, 14.182434, 16.304935, 17.309547, 17.826186], [27.299053, 28.162947, 34.195447, 35.267519, 37.623801], [37.043536, 43.644276, 45.010064, 48.730074, 232.375349], [12.591771, 13.692143, 13.740908, 14.369403, 107.570786], [14.171928, 14.935758, 15.054849, 16.836573, 36.290338], [14.552703, 15.279919, 16.267740, 16.759621, 103.383067]]
### 2
fourier: [[8.038466, 8.183580, 8.281636, 8.814823, 45.512332], [7.928282, 8.527019, 8.928037, 9.095132, 60.571656], [17.049239, 17.774862, 18.064166, 19.553994, 113.443839], [12.379013, 13.048920, 13.277903, 14.517660, 74.172675], [12.403243, 13.764091, 13.950626, 14.230822, 93.495894], [12.158701, 13.317769, 14.387233, 18.680118, 93.236640], [9.231457, 9.625891, 10.000302, 10.789977, 56.648112], [11.628385, 12.592907, 12.595921, 13.651417, 20.522992], [13.863316, 14.151614, 17.693633, 17.773995, 28.567918], [6.306819, 6.430831, 8.376065, 8.709363, 22.583124], [6.481339, 7.103829, 7.317960, 7.588886, 8.082254], [5.709179, 5.988570, 6.251061, 6.444655, 41.958873]]
### 4
fourier: [[8.760428, 8.844181, 10.757682, 10.996614, 75.591807], [9.194160, 9.576138, 10.177017, 10.618997, 33.846824], [4.526079, 4.707156, 4.921446, 4.983245, 34.291870], [5.622225, 5.657475, 6.447336, 7.592343, 43.115291], [4.295232, 4.332560, 4.724406, 4.727250, 5.017572], [3.788302, 3.791301, 4.330809, 4.484566, 10.532152], [9.615147, 9.969807, 11.198353, 12.061108, 23.807761], [7.588707, 7.590569, 7.670004, 8.406530, 9.607126], [2.976382, 3.179294, 3.587796, 3.655326, 17.994672], [5.065424, 5.209843, 5.455112, 7.079567, 45.263655], [15.502443, 16.222388, 17.150897, 18.343068, 93.959679], [4.893180, 4.958256, 5.483695, 5.866403, 20.724402]]
### 6
fourier: [[7.048939, 7.517101, 7.910526, 7.961724, 26.257284], [2.948973, 2.961939, 3.052982, 3.554131, 38.898410], [2.234226, 2.328473, 2.336943, 2.841433, 3.455281], [4.690773, 4.864988, 5.296259, 5.404411, 47.045735], [9.731460, 10.047987, 10.717253, 10.740371, 57.325683], [5.930803, 5.969230, 6.317281, 7.074291, 41.628325], [10.263434, 11.207523, 11.728263, 12.260457, 36.583847], [2.228173, 2.271796, 2.275113, 3.044478, 25.760548], [2.236052, 2.362993, 2.894876, 3.086403, 39.923294], [2.299514, 2.482155, 2.550194, 2.683698, 42.829140], [11.473225, 11.573901, 12.607446, 12.730983, 68.011635], [6.386698, 6.489222, 6.890704, 7.044634, 32.286151]]
### 8
fourier: [[5.647115, 6.079099, 6.306867, 6.497045, 18.857552], [3.758663, 4.369061, 4.495027, 4.543448, 50.859512], [12.552853, 13.123724, 13.873447, 14.461237, 96.406552], [1.618647, 2.009887, 2.051682, 2.135013, 22.540630], [9.385151, 9.403529, 10.106118, 10.598163, 68.902042], [5.011994, 5.206199, 5.531294, 5.606295, 38.744027], [10.067302, 10.240786, 11.157507, 11.522968, 57.999040], [0.960008, 1.088584, 1.111306, 1.152972, 39.663677], [8.352371, 8.511255, 9.137394, 9.444827, 48.828954], [4.433593, 5.299171, 5.329446, 5.533543, 29.555225], [10.139702, 10.360522, 11.241941, 11.812665, 43.554499], [13.783957, 13.961633, 15.370984, 15.921072, 67.276155]]
### 10
fourier: [[9.858041, 10.263424, 10.840053, 11.779929, 28.876203], [14.029121, 14.464779, 15.654231, 16.898232, 34.629854], [11.788461, 12.319910, 13.226228, 14.202251, 75.768925], [2.350020, 2.714811, 2.770822, 2.879691, 46.195441], [16.213696, 16.877011, 18.044165, 19.410542, 86.323098], [2.293524, 2.430035, 2.555375, 2.790985, 6.328025], [1.959141, 2.029523, 2.048706, 2.170652, 53.695111], [8.313239, 8.666796, 9.089406, 9.737358, 57.611345], [3.992375, 4.097766, 4.434384, 4.690949, 69.011190], [0.971806, 0.975999, 1.015510, 1.120832, 29.476938], [10.185751, 10.409696, 11.241925, 12.000529, 26.868019], [2.511141, 2.569998, 2.748146, 3.076324, 36.016854]]
### 12
fourier: [[20.150418, 21.712292, 22.974352, 25.497453, 69.138332], [2.529827, 2.857371, 3.001689, 3.358975, 55.250485], [3.817845, 3.960942, 4.222683, 4.828852, 9.760718], [9.353390, 10.053824, 10.615414, 11.718973, 71.091128], [4.241334, 4.581586, 4.845269, 5.362764, 27.108128], [7.282702, 7.780859, 8.175596, 9.161814, 11.090602], [0.500973, 0.567437, 0.604715, 0.621613, 51.558294], [0.808779, 0.860030, 0.865077, 1.017563, 69.994057], [14.661840, 15.667085, 16.469506, 18.100268, 87.346435], [5.253006, 5.599528, 5.893275, 6.168601, 92.364574], [10.635078, 11.459619, 12.037332, 13.214532, 90.229518], [6.651365, 6.667104, 7.396445, 7.810740, 8.888757]]
### 14
fourier: [[4.005224, 4.062419, 4.476704, 5.262101, 39.584833], [6.237026, 6.900264, 7.241388, 8.172397, 69.591736], [4.118686, 4.311240, 4.680150, 5.439578, 33.836887], [3.367592, 3.708070, 3.734712, 4.233569, 5.060118], [3.686754, 4.168722, 4.216852, 4.732731, 5.806822], [3.657601, 3.711915, 4.032191, 4.833835, 39.015229], [8.175026, 9.207575, 9.346250, 10.676944, 11.643758], [5.746201, 6.030028, 6.480551, 7.562736, 51.418757], [6.914038, 7.645398, 8.038420, 9.175706, 34.186668], [4.021217, 4.404459, 4.421113, 4.972817, 36.644910], [2.208654, 2.214481, 2.442478, 2.931992, 29.870137], [3.544921, 3.763113, 4.106990, 4.762337, 45.103641]]
### 16
fourier: [[4.598028, 5.084552, 5.184678, 5.879245, 12.865204], [4.897131, 5.038474, 5.156019, 5.991635, 27.549882], [7.101031, 7.483453, 7.530330, 8.930007, 20.696729], [7.531500, 8.020149, 8.028361, 9.463314, 61.494549], [6.445635, 6.930668, 6.939541, 8.186940, 30.012421], [4.210752, 4.509909, 4.586688, 5.388335, 27.066804], [4.290642, 4.336073, 4.730603, 4.826770, 5.505375], [0.419988, 0.495249, 0.497045, 0.522410, 0.649308], [5.774609, 6.012629, 6.170697, 7.122605, 45.606551], [4.274385, 4.367967, 4.481323, 5.379865, 9.023435], [6.174484, 6.638080, 6.749555, 7.949958, 19.574915], [7.907263, 8.464203, 8.625208, 10.171666, 32.432611]]
### 18
fourier: [[6.079368, 6.213527, 6.560660, 7.282969, 42.932049]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
has_majority
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[11.521290, 11.965002, 12.533806, 14.229377, 15.342246], [17.996578, 18.307767, 19.248222, 20.877150, 23.688604], [18.660169, 19.358709, 20.930443, 23.765287, 119.570507], [16.850192, 17.683705, 19.183477, 19.352767, 19.784072], [12.960976, 13.424269, 13.497543, 14.565766, 19.468638], [20.591222, 21.068204, 22.862847, 25.652212, 209.219231], [13.502160, 14.182434, 16.304935, 17.309547, 17.826186], [27.299053, 28.162947, 34.195447, 35.267519, 37.623801], [37.043536, 43.644276, 45.010064, 48.730074, 232.375349], [12.591771, 13.692143, 13.740908, 14.369403, 107.570786], [14.171928, 14.935758, 15.054849, 16.836573, 36.290338], [14.552703, 15.279919, 16.267740, 16.759621, 103.383067]]
### 2
fourier: [[8.038466, 8.183580, 8.281636, 8.814823, 45.512332], [7.928282, 8.527019, 8.928037, 9.095132, 60.571656], [17.049239, 17.774862, 18.064166, 19.553994, 113.443839], [12.379013, 13.048920, 13.277903, 14.517660, 74.172675], [12.403243, 13.764091, 13.950626, 14.230822, 93.495894], [12.158701, 13.317769, 14.387233, 18.680118, 93.236640], [9.231457, 9.625891, 10.000302, 10.789977, 56.648112], [11.628385, 12.592907, 12.595921, 13.651417, 20.522992], [13.863316, 14.151614, 17.693633, 17.773995, 28.567918], [6.306819, 6.430831, 8.376065, 8.709363, 22.583124], [6.481339, 7.103829, 7.317960, 7.588886, 8.082254], [5.709179, 5.988570, 6.251061, 6.444655, 41.958873]]
### 4
fourier: [[8.760428, 8.844181, 10.757682, 10.996614, 75.591807], [9.194160, 9.576138, 10.177017, 10.618997, 33.846824], [4.526079, 4.707156, 4.921446, 4.983245, 34.291870], [5.622225, 5.657475, 6.447336, 7.592343, 43.115291], [4.295232, 4.332560, 4.724406, 4.727250, 5.017572], [3.788302, 3.791301, 4.330809, 4.484566, 10.532152], [9.615147, 9.969807, 11.198353, 12.061108, 23.807761], [7.588707, 7.590569, 7.670004, 8.406530, 9.607126], [2.976382, 3.179294, 3.587796, 3.655326, 17.994672], [5.065424, 5.209843, 5.455112, 7.079567, 45.263655], [15.502443, 16.222388, 17.150897, 18.343068, 93.959679], [4.893180, 4.958256, 5.483695, 5.866403, 20.724402]]
### 6
fourier: [[7.048939, 7.517101, 7.910526, 7.961724, 26.257284], [2.948973, 2.961939, 3.052982, 3.554131, 38.898410], [2.234226, 2.328473, 2.336943, 2.841433, 3.455281], [4.690773, 4.864988, 5.296259, 5.404411, 47.045735], [9.731460, 10.047987, 10.717253, 10.740371, 57.325683], [5.930803, 5.969230, 6.317281, 7.074291, 41.628325], [10.263434, 11.207523, 11.728263, 12.260457, 36.583847], [2.228173, 2.271796, 2.275113, 3.044478, 25.760548], [2.236052, 2.362993, 2.894876, 3.086403, 39.923294], [2.299514, 2.482155, 2.550194, 2.683698, 42.829140], [11.473225, 11.573901, 12.607446, 12.730983, 68.011635], [6.386698, 6.489222, 6.890704, 7.044634, 32.286151]]
### 8
fourier: [[5.647115, 6.079099, 6.306867, 6.497045, 18.857552], [3.758663, 4.369061, 4.495027, 4.543448, 50.859512], [12.552853, 13.123724, 13.873447, 14.461237, 96.406552], [1.618647, 2.009887, 2.051682, 2.135013, 22.540630], [9.385151, 9.403529, 10.106118, 10.598163, 68.902042], [5.011994, 5.206199, 5.531294, 5.606295, 38.744027], [10.067302, 10.240786, 11.157507, 11.522968, 57.999040], [0.960008, 1.088584, 1.111306, 1.152972, 39.663677], [8.352371, 8.511255, 9.137394, 9.444827, 48.828954], [4.433593, 5.299171, 5.329446, 5.533543, 29.555225], [10.139702, 10.360522, 11.241941, 11.812665, 43.554499], [13.783957, 13.961633, 15.370984, 15.921072, 67.276155]]
### 10
fourier: [[9.858041, 10.263424, 10.840053, 11.779929, 28.876203], [14.029121, 14.464779, 15.654231, 16.898232, 34.629854], [11.788461, 12.319910, 13.226228, 14.202251, 75.768925], [2.350020, 2.714811, 2.770822, 2.879691, 46.195441], [16.213696, 16.877011, 18.044165, 19.410542, 86.323098], [2.293524, 2.430035, 2.555375, 2.790985, 6.328025], [1.959141, 2.029523, 2.048706, 2.170652, 53.695111], [8.313239, 8.666796, 9.089406, 9.737358, 57.611345], [3.992375, 4.097766, 4.434384, 4.690949, 69.011190], [0.971806, 0.975999, 1.015510, 1.120832, 29.476938], [10.185751, 10.409696, 11.241925, 12.000529, 26.868019], [2.511141, 2.569998, 2.748146, 3.076324, 36.016854]]
### 12
fourier: [[20.150418, 21.712292, 22.974352, 25.497453, 69.138332], [2.529827, 2.857371, 3.001689, 3.358975, 55.250485], [3.817845, 3.960942, 4.222683, 4.828852, 9.760718], [9.353390, 10.053824, 10.615414, 11.718973, 71.091128], [4.241334, 4.581586, 4.845269, 5.362764, 27.108128], [7.282702, 7.780859, 8.175596, 9.161814, 11.090602], [0.500973, 0.567437, 0.604715, 0.621613, 51.558294], [0.808779, 0.860030, 0.865077, 1.017563, 69.994057], [14.661840, 15.667085, 16.469506, 18.100268, 87.346435], [5.253006, 5.599528, 5.893275, 6.168601, 92.364574], [10.635078, 11.459619, 12.037332, 13.214532, 90.229518], [6.651365, 6.667104, 7.396445, 7.810740, 8.888757]]
### 14
fourier: [[4.005224, 4.062419, 4.476704, 5.262101, 39.584833], [6.237026, 6.900264, 7.241388, 8.172397, 69.591736], [4.118686, 4.311240, 4.680150, 5.439578, 33.836887], [3.367592, 3.708070, 3.734712, 4.233569, 5.060118], [3.686754, 4.168722, 4.216852, 4.732731, 5.806822], [3.657601, 3.711915, 4.032191, 4.833835, 39.015229], [8.175026, 9.207575, 9.346250, 10.676944, 11.643758], [5.746201, 6.030028, 6.480551, 7.562736, 51.418757], [6.914038, 7.645398, 8.038420, 9.175706, 34.186668], [4.021217, 4.404459, 4.421113, 4.972817, 36.644910], [2.208654, 2.214481, 2.442478, 2.931992, 29.870137], [3.544921, 3.763113, 4.106990, 4.762337, 45.103641]]
### 16
fourier: [[4.598028, 5.084552, 5.184678, 5.879245, 12.865204], [4.897131, 5.038474, 5.156019, 5.991635, 27.549882], [7.101031, 7.483453, 7.530330, 8.930007, 20.696729], [7.531500, 8.020149, 8.028361, 9.463314, 61.494549], [6.445635, 6.930668, 6.939541, 8.186940, 30.012421], [4.210752, 4.509909, 4.586688, 5.388335, 27.066804], [4.290642, 4.336073, 4.730603, 4.826770, 5.505375], [0.419988, 0.495249, 0.497045, 0.522410, 0.649308], [5.774609, 6.012629, 6.170697, 7.122605, 45.606551], [4.274385, 4.367967, 4.481323, 5.379865, 9.023435], [6.174484, 6.638080, 6.749555, 7.949958, 19.574915], [7.907263, 8.464203, 8.625208, 10.171666, 32.432611]]
### 18
fourier: [[6.079368, 6.213527, 6.560660, 7.282969, 42.932049]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
has_majority
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7007564008235931, "train_acc": 0.46, "val_loss": 0.7107029557228088, "val_acc": 0.46}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6645885109901428, "train_acc": 0.58, "val_loss": 0.7519073486328125, "val_acc": 0.46}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.7232878804206848, "train_acc": 0.58, "val_loss": 0.6706170439720154, "val_acc": 0.46}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.9617600440979004, "train_acc": 0.56, "val_loss": 0.5500440001487732, "val_acc": 0.74}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.7800770103931427, "train_acc": 0.595, "val_loss": 0.728485107421875, "val_acc": 0.54}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.7410317063331604, "train_acc": 0.49, "val_loss": 0.6903194189071655, "val_acc": 0.54}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6975176930427551, "train_acc": 0.49, "val_loss": 0.6934278607368469, "val_acc": 0.46}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["has_majority"], "degraded_stage": {"initial_val_loss": 0.7107029557228088, "final_val_loss": 0.6706170439720154, "initial_val_acc": 0.46, "final_val_acc": 0.46, "best_val_acc": 0.46}, "improved_stage": {"initial_val_loss": 0.5500440001487732, "final_val_loss": 0.6934278607368469, "initial_val_acc": 0.74, "final_val_acc": 0.46, "best_val_acc": 0.74, "best_epoch": 3}, "improvement": 0.27999999999999997, "first_improvement_epoch": 2}}
|
9,910
|
{"target_pattern": "vowel_consonant", "degraded_accuracy": 0.5, "improved_accuracy": 0.74, "improvement": 0.24, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 8832, "learning_rate": 0.0751912625875626, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "vowel_consonant", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["vowel_consonant"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.371284, 15.594421, 16.634244, 17.594047, 18.582772], [11.071461, 11.281661, 14.628837, 15.515151, 113.273141], [29.526244, 29.905370, 33.329015, 39.972124, 74.746173], [25.750542, 27.130768, 28.022781, 30.858034, 36.144944], [9.289284, 9.436279, 12.517593, 15.612713, 18.897951], [24.038954, 24.986577, 25.831171, 29.801270, 124.070946], [34.615229, 37.115187, 41.136421, 48.241665, 64.450161], [26.727075, 30.248427, 30.676769, 36.813176, 81.511436], [31.235871, 35.279410, 43.502965, 45.200812, 164.978571], [23.138672, 29.060255, 30.853358, 31.085289, 45.631358], [15.036188, 15.869163, 17.943412, 19.752171, 121.121510], [22.756807, 22.949470, 24.071018, 29.682620, 67.307568], [18.518676, 18.900164, 19.659058, 21.141581, 51.479774]]
### 2
fourier: [[30.401752, 30.413476, 41.256911, 44.111007, 58.250408], [13.172978, 15.279720, 16.823490, 17.171957, 19.523692], [35.887891, 37.357609, 42.350890, 54.724304, 136.878699], [15.933365, 15.968636, 20.098373, 20.800142, 21.026534], [25.507597, 26.259880, 26.279103, 31.617628, 121.064794], [34.855476, 44.888870, 50.879695, 51.233747, 57.167642], [13.797692, 14.723702, 16.753562, 17.987948, 70.076798], [11.792464, 12.055649, 12.454803, 13.155769, 121.628883], [10.260592, 10.810618, 12.447087, 13.429018, 146.641079], [25.200138, 27.145501, 30.278471, 33.317037, 195.948459], [61.029136, 61.152106, 64.964581, 76.703016, 137.933725], [23.401081, 24.006766, 30.718567, 36.378177, 37.985107], [16.806205, 17.088175, 18.073879, 20.329009, 165.699723]]
### 4
fourier: [[20.195884, 21.698760, 22.194735, 22.861781, 104.359451], [36.473935, 36.949936, 37.672454, 45.824075, 64.054125], [5.714019, 6.619817, 6.657712, 7.355508, 42.587517], [10.816573, 11.056455, 13.132440, 13.720710, 72.807885], [17.235642, 17.876435, 20.316114, 22.174051, 115.334258], [76.017264, 76.498232, 77.235955, 98.254621, 239.900776], [12.069822, 12.892110, 13.340362, 14.358251, 57.292060], [62.450743, 62.643477, 63.558398, 79.918376, 179.076056], [6.037865, 6.261463, 6.794176, 6.992516, 16.538023], [13.676591, 13.719302, 15.252323, 15.525102, 84.698535], [20.250017, 20.262646, 22.516017, 26.795606, 88.717770], [6.170394, 6.531209, 6.693800, 7.554071, 11.073684], [36.949930, 39.271785, 41.264616, 52.044422, 127.188207]]
### 6
fourier: [[47.395139, 51.848782, 55.304062, 65.059855, 271.374106], [29.676454, 31.540797, 33.926607, 39.515809, 178.318331], [34.223800, 36.340572, 38.093870, 46.536703, 92.016741], [34.041176, 37.257158, 39.899528, 46.516346, 207.792859], [41.397800, 41.777346, 43.264917, 53.991317, 115.758825], [9.220005, 9.535931, 10.416076, 12.725487, 72.164587], [9.209924, 10.499918, 10.954597, 12.545904, 37.765492], [16.490867, 20.835325, 22.739622, 24.235092, 56.889844], [29.322495, 32.994933, 34.790935, 40.609480, 164.292050], [36.015754, 38.875932, 41.941304, 48.703818, 196.098185], [23.068264, 24.605623, 26.412417, 30.936150, 144.810684], [124.960035, 134.955199, 136.411098, 168.606216, 446.290356], [12.478303, 13.019787, 14.086944, 15.879943, 87.994512]]
### 8
fourier: [[33.373613, 37.258910, 38.423824, 45.791836, 181.938843], [105.746931, 113.068508, 116.121165, 142.118040, 339.728452], [27.240865, 29.639810, 29.773840, 30.547714, 36.950468], [9.566379, 10.516742, 11.047150, 12.921978, 56.358029], [36.043552, 39.844636, 40.054638, 49.108709, 162.102573], [6.338972, 6.395885, 6.575196, 8.320467, 86.443979], [103.298778, 111.951842, 113.546189, 139.522871, 380.961605], [102.303608, 109.982169, 112.705248, 137.812901, 343.737962], [113.038132, 125.151452, 127.518927, 154.684520, 483.315426], [39.556204, 43.746787, 44.228167, 54.033151, 188.905413], [88.943900, 98.439553, 99.344037, 121.426532, 400.329307], [12.054406, 13.805492, 13.998501, 16.722266, 26.311200], [69.758172, 77.228182, 79.194578, 95.555277, 322.293647]]
### 10
fourier: [[8.915715, 10.066545, 10.231824, 11.812391, 78.079775], [20.152771, 22.375010, 23.162758, 27.031902, 117.176886], [10.080995, 11.319585, 11.635849, 13.505358, 76.547825], [3.120722, 3.227383, 3.379374, 3.804983, 39.988051], [46.544497, 46.590124, 49.520068, 60.570658, 114.670142], [59.738189, 66.354291, 67.164847, 81.252942, 233.784023], [3.366969, 3.514899, 3.551055, 3.572632, 46.297991], [28.417102, 31.770832, 31.788393, 37.542858, 149.757376], [8.577564, 8.615623, 8.800995, 9.246051, 100.759799], [37.356476, 40.924806, 42.116650, 51.128167, 101.591194], [36.571126, 40.109496, 42.663952, 47.983219, 227.259137], [19.296868, 19.629485, 20.951505, 25.579114, 27.328790], [40.030214, 43.530730, 44.523841, 54.412026, 114.666393]]
### 12
fourier: [[29.948587, 32.979588, 33.067157, 40.138523, 105.268431], [11.466819, 12.435181, 12.785822, 15.380815, 21.181935], [2.345535, 2.498352, 2.502468, 3.162120, 13.857863], [9.550214, 10.295518, 10.547028, 12.818475, 19.571467], [26.899999, 29.447970, 30.427024, 35.942967, 144.709144], [30.370623, 33.195413, 34.111824, 40.611308, 134.478088], [45.155015, 49.490162, 49.985345, 60.502373, 127.468434], [13.828505, 15.377871, 15.473053, 18.568522, 65.081690], [41.177562, 45.011260, 45.839305, 55.215322, 150.703587], [4.517879, 4.746057, 5.564440, 6.121006, 14.580775], [5.073585, 5.170028, 5.376751, 6.651457, 24.523901], [3.317836, 3.481479, 3.950667, 4.281704, 20.770667], [18.580150, 20.103152, 20.812679, 24.941064, 53.994244]]
### 14
fourier: [[4.964157, 4.998938, 6.196305, 6.723304, 29.791498], [11.420415, 12.327645, 12.631756, 15.101047, 54.606801], [2.364547, 2.403477, 2.518724, 2.578970, 33.241090], [8.386306, 8.653193, 9.969974, 11.295792, 62.937693], [11.588876, 12.102196, 14.735062, 16.049851, 85.443772], [6.208064, 6.917576, 8.480885, 9.010505, 17.457843], [21.966737, 24.058474, 24.420169, 29.417434, 87.844177], [9.227386, 9.548921, 11.092884, 12.393774, 43.159194], [10.407218, 10.586903, 11.984814, 13.743037, 31.312494], [15.362861, 16.567025, 17.226623, 20.570247, 43.332312], [22.888566, 25.402258, 25.599637, 30.821311, 85.978980], [12.113039, 12.527915, 13.973210, 15.004655, 16.557045], [22.329156, 22.595035, 25.992032, 29.720663, 40.249522]]
### 16
fourier: [[10.367944, 10.442424, 12.058202, 13.767627, 25.906060]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
vowel_consonant
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.371284, 15.594421, 16.634244, 17.594047, 18.582772], [11.071461, 11.281661, 14.628837, 15.515151, 113.273141], [29.526244, 29.905370, 33.329015, 39.972124, 74.746173], [25.750542, 27.130768, 28.022781, 30.858034, 36.144944], [9.289284, 9.436279, 12.517593, 15.612713, 18.897951], [24.038954, 24.986577, 25.831171, 29.801270, 124.070946], [34.615229, 37.115187, 41.136421, 48.241665, 64.450161], [26.727075, 30.248427, 30.676769, 36.813176, 81.511436], [31.235871, 35.279410, 43.502965, 45.200812, 164.978571], [23.138672, 29.060255, 30.853358, 31.085289, 45.631358], [15.036188, 15.869163, 17.943412, 19.752171, 121.121510], [22.756807, 22.949470, 24.071018, 29.682620, 67.307568], [18.518676, 18.900164, 19.659058, 21.141581, 51.479774]]
### 2
fourier: [[30.401752, 30.413476, 41.256911, 44.111007, 58.250408], [13.172978, 15.279720, 16.823490, 17.171957, 19.523692], [35.887891, 37.357609, 42.350890, 54.724304, 136.878699], [15.933365, 15.968636, 20.098373, 20.800142, 21.026534], [25.507597, 26.259880, 26.279103, 31.617628, 121.064794], [34.855476, 44.888870, 50.879695, 51.233747, 57.167642], [13.797692, 14.723702, 16.753562, 17.987948, 70.076798], [11.792464, 12.055649, 12.454803, 13.155769, 121.628883], [10.260592, 10.810618, 12.447087, 13.429018, 146.641079], [25.200138, 27.145501, 30.278471, 33.317037, 195.948459], [61.029136, 61.152106, 64.964581, 76.703016, 137.933725], [23.401081, 24.006766, 30.718567, 36.378177, 37.985107], [16.806205, 17.088175, 18.073879, 20.329009, 165.699723]]
### 4
fourier: [[20.195884, 21.698760, 22.194735, 22.861781, 104.359451], [36.473935, 36.949936, 37.672454, 45.824075, 64.054125], [5.714019, 6.619817, 6.657712, 7.355508, 42.587517], [10.816573, 11.056455, 13.132440, 13.720710, 72.807885], [17.235642, 17.876435, 20.316114, 22.174051, 115.334258], [76.017264, 76.498232, 77.235955, 98.254621, 239.900776], [12.069822, 12.892110, 13.340362, 14.358251, 57.292060], [62.450743, 62.643477, 63.558398, 79.918376, 179.076056], [6.037865, 6.261463, 6.794176, 6.992516, 16.538023], [13.676591, 13.719302, 15.252323, 15.525102, 84.698535], [20.250017, 20.262646, 22.516017, 26.795606, 88.717770], [6.170394, 6.531209, 6.693800, 7.554071, 11.073684], [36.949930, 39.271785, 41.264616, 52.044422, 127.188207]]
### 6
fourier: [[47.395139, 51.848782, 55.304062, 65.059855, 271.374106], [29.676454, 31.540797, 33.926607, 39.515809, 178.318331], [34.223800, 36.340572, 38.093870, 46.536703, 92.016741], [34.041176, 37.257158, 39.899528, 46.516346, 207.792859], [41.397800, 41.777346, 43.264917, 53.991317, 115.758825], [9.220005, 9.535931, 10.416076, 12.725487, 72.164587], [9.209924, 10.499918, 10.954597, 12.545904, 37.765492], [16.490867, 20.835325, 22.739622, 24.235092, 56.889844], [29.322495, 32.994933, 34.790935, 40.609480, 164.292050], [36.015754, 38.875932, 41.941304, 48.703818, 196.098185], [23.068264, 24.605623, 26.412417, 30.936150, 144.810684], [124.960035, 134.955199, 136.411098, 168.606216, 446.290356], [12.478303, 13.019787, 14.086944, 15.879943, 87.994512]]
### 8
fourier: [[33.373613, 37.258910, 38.423824, 45.791836, 181.938843], [105.746931, 113.068508, 116.121165, 142.118040, 339.728452], [27.240865, 29.639810, 29.773840, 30.547714, 36.950468], [9.566379, 10.516742, 11.047150, 12.921978, 56.358029], [36.043552, 39.844636, 40.054638, 49.108709, 162.102573], [6.338972, 6.395885, 6.575196, 8.320467, 86.443979], [103.298778, 111.951842, 113.546189, 139.522871, 380.961605], [102.303608, 109.982169, 112.705248, 137.812901, 343.737962], [113.038132, 125.151452, 127.518927, 154.684520, 483.315426], [39.556204, 43.746787, 44.228167, 54.033151, 188.905413], [88.943900, 98.439553, 99.344037, 121.426532, 400.329307], [12.054406, 13.805492, 13.998501, 16.722266, 26.311200], [69.758172, 77.228182, 79.194578, 95.555277, 322.293647]]
### 10
fourier: [[8.915715, 10.066545, 10.231824, 11.812391, 78.079775], [20.152771, 22.375010, 23.162758, 27.031902, 117.176886], [10.080995, 11.319585, 11.635849, 13.505358, 76.547825], [3.120722, 3.227383, 3.379374, 3.804983, 39.988051], [46.544497, 46.590124, 49.520068, 60.570658, 114.670142], [59.738189, 66.354291, 67.164847, 81.252942, 233.784023], [3.366969, 3.514899, 3.551055, 3.572632, 46.297991], [28.417102, 31.770832, 31.788393, 37.542858, 149.757376], [8.577564, 8.615623, 8.800995, 9.246051, 100.759799], [37.356476, 40.924806, 42.116650, 51.128167, 101.591194], [36.571126, 40.109496, 42.663952, 47.983219, 227.259137], [19.296868, 19.629485, 20.951505, 25.579114, 27.328790], [40.030214, 43.530730, 44.523841, 54.412026, 114.666393]]
### 12
fourier: [[29.948587, 32.979588, 33.067157, 40.138523, 105.268431], [11.466819, 12.435181, 12.785822, 15.380815, 21.181935], [2.345535, 2.498352, 2.502468, 3.162120, 13.857863], [9.550214, 10.295518, 10.547028, 12.818475, 19.571467], [26.899999, 29.447970, 30.427024, 35.942967, 144.709144], [30.370623, 33.195413, 34.111824, 40.611308, 134.478088], [45.155015, 49.490162, 49.985345, 60.502373, 127.468434], [13.828505, 15.377871, 15.473053, 18.568522, 65.081690], [41.177562, 45.011260, 45.839305, 55.215322, 150.703587], [4.517879, 4.746057, 5.564440, 6.121006, 14.580775], [5.073585, 5.170028, 5.376751, 6.651457, 24.523901], [3.317836, 3.481479, 3.950667, 4.281704, 20.770667], [18.580150, 20.103152, 20.812679, 24.941064, 53.994244]]
### 14
fourier: [[4.964157, 4.998938, 6.196305, 6.723304, 29.791498], [11.420415, 12.327645, 12.631756, 15.101047, 54.606801], [2.364547, 2.403477, 2.518724, 2.578970, 33.241090], [8.386306, 8.653193, 9.969974, 11.295792, 62.937693], [11.588876, 12.102196, 14.735062, 16.049851, 85.443772], [6.208064, 6.917576, 8.480885, 9.010505, 17.457843], [21.966737, 24.058474, 24.420169, 29.417434, 87.844177], [9.227386, 9.548921, 11.092884, 12.393774, 43.159194], [10.407218, 10.586903, 11.984814, 13.743037, 31.312494], [15.362861, 16.567025, 17.226623, 20.570247, 43.332312], [22.888566, 25.402258, 25.599637, 30.821311, 85.978980], [12.113039, 12.527915, 13.973210, 15.004655, 16.557045], [22.329156, 22.595035, 25.992032, 29.720663, 40.249522]]
### 16
fourier: [[10.367944, 10.442424, 12.058202, 13.767627, 25.906060]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
vowel_consonant
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6838595867156982, "train_acc": 0.51, "val_loss": 0.8320963978767395, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7167854905128479, "train_acc": 0.57, "val_loss": 0.7047696113586426, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7123534977436066, "train_acc": 0.47, "val_loss": 0.6949557662010193, "val_acc": 0.5}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.693798154592514, "train_acc": 0.5, "val_loss": 0.6931291222572327, "val_acc": 0.5}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.696662575006485, "train_acc": 0.5, "val_loss": 0.6918007135391235, "val_acc": 0.5}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6915611922740936, "train_acc": 0.5, "val_loss": 0.6861441731452942, "val_acc": 0.5}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6817669868469238, "train_acc": 0.5, "val_loss": 0.6358569860458374, "val_acc": 0.68}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.6592743396759033, "train_acc": 0.71, "val_loss": 0.6079028248786926, "val_acc": 0.74}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.6220220327377319, "train_acc": 0.72, "val_loss": 0.6346988677978516, "val_acc": 0.6}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.6285001039505005, "train_acc": 0.685, "val_loss": 0.6043720245361328, "val_acc": 0.72}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.5572600364685059, "train_acc": 0.72, "val_loss": 0.6244477033615112, "val_acc": 0.72}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.6230209171772003, "train_acc": 0.71, "val_loss": 0.601253867149353, "val_acc": 0.66}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["vowel_consonant"], "degraded_stage": {"initial_val_loss": 0.8320963978767395, "final_val_loss": 0.7047696113586426, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.6949557662010193, "final_val_loss": 0.601253867149353, "initial_val_acc": 0.5, "final_val_acc": 0.66, "best_val_acc": 0.74, "best_epoch": 7}, "improvement": 0.24, "first_improvement_epoch": 1}}
|
9,911
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.52, "improved_accuracy": 0.84, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4306, "learning_rate": 0.04813974511969336, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.999575, 18.391510, 18.629652, 21.440163, 26.664481], [10.340418, 12.564052, 13.089298, 16.659439, 36.668272], [14.718970, 15.075646, 16.112173, 16.984832, 57.021595], [13.413486, 13.664609, 14.017777, 18.923448, 41.527251], [16.587334, 17.435202, 17.560874, 21.627847, 26.931167], [15.483284, 15.964942, 16.165072, 22.180231, 54.821965], [20.217384, 21.626462, 29.619257, 30.086814, 33.587655], [20.873914, 21.264420, 22.291516, 26.796917, 104.674305], [29.479809, 31.925066, 35.168395, 39.548078, 215.177824], [20.800366, 22.176622, 23.777778, 24.730848, 26.214149], [20.622098, 21.414750, 21.442710, 24.268634, 70.186494], [25.154689, 28.136139, 30.984810, 32.585020, 90.720538], [20.102441, 20.493133, 24.308407, 25.852217, 138.445840], [30.021395, 31.807823, 35.680346, 40.425773, 210.442652], [9.469184, 9.540621, 12.117442, 12.696308, 113.507590]]
### 2
fourier: [[8.501055, 9.682276, 10.452361, 11.733305, 21.695095], [11.035385, 11.210322, 12.598502, 13.416843, 96.309836], [20.172541, 21.727397, 23.590447, 27.366059, 30.507707], [16.016461, 16.426416, 18.917344, 19.081630, 82.021859], [32.882821, 33.011283, 34.117038, 37.394452, 232.079289], [22.194985, 23.543096, 23.737577, 24.663038, 136.241168], [15.329099, 16.104791, 17.605867, 18.102549, 57.992058], [12.810952, 12.969861, 13.212227, 14.462595, 31.467447], [21.926971, 21.966370, 22.661254, 23.585703, 123.188113], [12.672593, 14.089702, 14.490001, 14.751415, 17.708772], [16.532956, 18.648256, 19.774943, 23.300585, 25.641352], [12.388078, 12.808566, 13.915385, 14.251807, 26.104778], [15.360774, 18.130426, 18.840774, 18.841213, 22.131157], [25.345170, 26.679812, 28.947384, 29.647996, 168.670289], [12.618397, 12.871079, 13.273480, 14.079534, 19.612544]]
### 4
fourier: [[18.959019, 20.522295, 21.046878, 25.282449, 96.111219], [31.434103, 34.932968, 36.265726, 37.085889, 202.256672], [16.677596, 18.003690, 19.185463, 20.673118, 65.630785], [12.697955, 13.690146, 15.496101, 15.826016, 50.504730], [8.736914, 8.987920, 9.038851, 9.507023, 18.262428], [22.845069, 22.898449, 23.080213, 23.518444, 135.428824], [7.119593, 7.125994, 8.324865, 9.589021, 29.789420], [18.373495, 18.572673, 19.527275, 20.513500, 120.139800], [30.291095, 35.100033, 36.919676, 37.132571, 217.366159], [8.478758, 9.089538, 10.306803, 10.558448, 10.568993], [25.644632, 25.786802, 25.965616, 27.588394, 146.882894], [17.846790, 18.230041, 18.393800, 18.619903, 94.880145], [18.559689, 19.053107, 19.198760, 20.605187, 86.733378], [15.460770, 15.729889, 16.139468, 18.871186, 58.440395], [13.800552, 14.180009, 14.752645, 16.715110, 88.162789]]
### 6
fourier: [[20.689231, 20.839027, 21.186925, 22.153027, 105.197144], [23.128896, 26.833044, 26.984731, 27.455210, 144.246955], [26.321611, 29.951457, 31.099584, 31.563916, 158.999652], [25.547024, 25.898568, 26.120798, 26.583801, 151.040590], [11.452645, 12.294719, 12.802305, 14.073036, 56.590850], [35.105915, 38.215518, 38.617593, 39.302087, 210.271667], [22.033432, 23.185424, 25.734845, 26.713321, 135.561813], [18.774159, 21.582769, 21.637850, 22.139850, 121.091928], [26.822974, 28.614453, 30.211416, 30.322316, 129.906492], [16.957082, 18.170041, 18.762179, 20.036818, 84.491181], [16.913955, 18.776064, 19.291180, 20.021857, 102.203900], [26.674633, 30.013290, 31.006602, 31.899760, 162.888347], [9.156546, 9.203998, 9.735316, 10.208750, 53.262068], [4.296845, 4.596447, 4.817349, 4.886091, 20.334038], [17.217197, 18.698582, 20.091197, 20.126042, 120.583405]]
### 8
fourier: [[15.824905, 17.695851, 18.289786, 18.298246, 108.961008], [15.080483, 16.435588, 16.665162, 16.780152, 114.893445], [4.930253, 5.641318, 6.256978, 6.794215, 8.282058], [12.075926, 14.065179, 14.384021, 14.438617, 91.889034], [32.193203, 33.119146, 33.690438, 35.015743, 189.545524], [29.238347, 33.097571, 33.281166, 34.120459, 183.847527], [50.947588, 56.040710, 56.562304, 57.858312, 265.692570], [23.914935, 26.566746, 26.593911, 27.236867, 133.448932], [22.326276, 24.470437, 24.586080, 25.142703, 136.488540], [25.272534, 28.144667, 28.501232, 29.445601, 149.180932], [15.490628, 16.500772, 17.353748, 17.625003, 89.199705], [27.376981, 29.229057, 30.454972, 30.998861, 157.348024], [36.711626, 40.691188, 41.139406, 41.523811, 237.548777], [20.827077, 21.483118, 22.711252, 22.992737, 116.796972], [31.400151, 34.154629, 34.362680, 34.866393, 180.937922]]
### 10
fourier: [[16.296053, 18.507788, 18.615495, 19.290789, 107.215590], [17.048252, 18.914773, 19.133143, 19.712491, 118.456549], [43.063938, 48.121192, 48.691559, 50.313412, 259.388847], [63.528566, 69.528804, 70.620488, 72.765055, 367.190498], [41.078372, 46.047620, 46.612507, 48.120052, 261.587901], [12.565457, 13.836365, 14.134236, 14.344903, 99.994062], [8.591128, 8.631915, 8.713714, 8.991594, 48.852232], [40.757486, 45.199344, 45.855810, 47.264705, 231.216674], [5.110382, 6.077542, 6.303401, 6.412258, 26.247604], [26.893919, 29.165791, 29.903859, 30.907460, 158.394172], [47.132281, 52.517890, 52.852148, 54.670772, 305.354320], [13.635719, 16.539360, 16.602324, 16.935928, 92.692799], [20.014930, 20.971682, 21.816029, 22.327225, 124.431753], [42.827782, 47.804156, 48.408816, 49.888658, 276.201074], [6.617968, 7.820538, 7.936728, 8.157400, 54.763728]]
### 12
fourier: [[15.890786, 18.057981, 18.065044, 18.884137, 111.635680], [51.882069, 57.150590, 57.898351, 60.094086, 298.972937], [12.727930, 14.443802, 14.719131, 15.210523, 76.244594], [29.012793, 31.849134, 32.692221, 33.645129, 174.032563], [7.673735, 8.800483, 8.836848, 9.112693, 41.744832], [69.447307, 77.622202, 78.084736, 80.986685, 451.664295], [24.557047, 26.975005, 27.364032, 28.297485, 145.215800], [27.564184, 30.669842, 31.382620, 32.430358, 142.127478], [61.022257, 68.000407, 68.528396, 70.991245, 378.547174], [17.894621, 20.284943, 20.465773, 20.987278, 120.704891], [23.882605, 26.591882, 27.008702, 28.060486, 164.027024], [61.767942, 69.572249, 69.875200, 72.488075, 402.247002], [17.221074, 19.403283, 19.859116, 19.983324, 129.340547], [24.090549, 26.350086, 26.456220, 27.297315, 158.916836], [15.978796, 16.720478, 17.559764, 17.969876, 89.550931]]
### 14
fourier: [[26.934871, 30.648345, 30.927987, 32.161868, 165.957343], [49.415911, 56.181925, 56.477328, 58.438263, 317.139570], [12.772493, 14.315300, 14.497316, 14.892206, 116.329006], [12.274070, 12.991029, 13.292405, 13.853901, 97.257558], [48.700828, 55.448512, 55.791181, 57.222023, 324.720501], [56.991691, 65.399448, 66.193363, 68.054235, 381.610576], [49.154828, 55.733176, 56.037281, 57.665089, 315.646105], [58.906567, 67.636111, 68.566546, 70.399134, 385.689079], [31.913700, 33.824478, 34.682903, 35.780538, 163.693367], [39.620554, 44.557684, 44.564800, 46.258342, 237.669527], [43.569093, 49.600919, 49.870489, 51.159142, 281.782848], [37.797076, 42.941467, 43.219245, 44.321227, 252.720744], [27.898239, 31.657607, 31.855326, 32.737901, 185.545217], [14.768726, 17.035098, 17.420195, 17.841662, 122.926394], [25.165906, 26.627356, 27.250414, 28.226906, 155.725908]]
### 16
fourier: [[9.748382, 10.009271, 10.662283, 10.774868, 43.422846], [11.055978, 12.409719, 12.538102, 13.020449, 82.925573], [50.211180, 57.599922, 58.798364, 59.930357, 318.487558], [26.027734, 29.713995, 29.991708, 31.082554, 157.600801], [4.017835, 4.639083, 4.704987, 4.837267, 54.924081], [23.403601, 26.949455, 27.802130, 28.171670, 153.964572], [10.401213, 11.764449, 11.827708, 12.192853, 58.035625], [20.566001, 23.291050, 23.292366, 24.224746, 126.945801], [19.867045, 22.632668, 22.642967, 23.476111, 135.198007], [35.311685, 40.068014, 40.172116, 41.595996, 245.317260], [58.012223, 66.419332, 66.914193, 69.422809, 351.216271], [27.214038, 31.068920, 31.409056, 32.442610, 190.307270], [43.045487, 49.430240, 50.178425, 51.599864, 296.148059], [11.531880, 12.705505, 12.860890, 13.403024, 63.711872], [7.793890, 8.964286, 9.100310, 9.322823, 42.093460]]
### 18
fourier: [[13.610560, 15.722906, 15.787819, 16.761190, 106.874794], [12.544274, 14.184553, 14.645990, 14.940125, 75.479600], [16.376959, 19.935703, 21.061495, 21.138074, 132.412082], [9.581511, 11.378474, 11.891350, 11.995458, 96.228245], [12.486550, 14.173708, 14.392165, 14.519298, 107.305621], [48.532251, 57.001472, 58.497967, 60.096084, 355.487223], [6.670671, 7.487272, 8.197124, 8.521453, 88.466248], [16.273254, 18.627781, 18.687995, 19.395491, 120.825243], [2.465580, 2.586582, 2.797367, 2.959881, 22.483831], [45.564262, 53.412441, 54.864314, 56.232816, 329.306929], [33.093092, 38.904508, 40.283914, 40.881115, 232.912314], [35.761269, 42.753211, 44.345151, 45.415041, 295.674333], [7.392498, 8.101359, 8.264356, 8.610305, 26.402459], [4.176615, 4.765277, 5.171491, 5.241232, 46.986166], [6.184922, 7.385057, 7.456287, 7.933817, 73.285943]]
### 20
fourier: [[12.125844, 14.684940, 15.663210, 15.754413, 81.054411]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.20.bias": [
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}
## Activation Signature
### 0
fourier: [[17.999575, 18.391510, 18.629652, 21.440163, 26.664481], [10.340418, 12.564052, 13.089298, 16.659439, 36.668272], [14.718970, 15.075646, 16.112173, 16.984832, 57.021595], [13.413486, 13.664609, 14.017777, 18.923448, 41.527251], [16.587334, 17.435202, 17.560874, 21.627847, 26.931167], [15.483284, 15.964942, 16.165072, 22.180231, 54.821965], [20.217384, 21.626462, 29.619257, 30.086814, 33.587655], [20.873914, 21.264420, 22.291516, 26.796917, 104.674305], [29.479809, 31.925066, 35.168395, 39.548078, 215.177824], [20.800366, 22.176622, 23.777778, 24.730848, 26.214149], [20.622098, 21.414750, 21.442710, 24.268634, 70.186494], [25.154689, 28.136139, 30.984810, 32.585020, 90.720538], [20.102441, 20.493133, 24.308407, 25.852217, 138.445840], [30.021395, 31.807823, 35.680346, 40.425773, 210.442652], [9.469184, 9.540621, 12.117442, 12.696308, 113.507590]]
### 2
fourier: [[8.501055, 9.682276, 10.452361, 11.733305, 21.695095], [11.035385, 11.210322, 12.598502, 13.416843, 96.309836], [20.172541, 21.727397, 23.590447, 27.366059, 30.507707], [16.016461, 16.426416, 18.917344, 19.081630, 82.021859], [32.882821, 33.011283, 34.117038, 37.394452, 232.079289], [22.194985, 23.543096, 23.737577, 24.663038, 136.241168], [15.329099, 16.104791, 17.605867, 18.102549, 57.992058], [12.810952, 12.969861, 13.212227, 14.462595, 31.467447], [21.926971, 21.966370, 22.661254, 23.585703, 123.188113], [12.672593, 14.089702, 14.490001, 14.751415, 17.708772], [16.532956, 18.648256, 19.774943, 23.300585, 25.641352], [12.388078, 12.808566, 13.915385, 14.251807, 26.104778], [15.360774, 18.130426, 18.840774, 18.841213, 22.131157], [25.345170, 26.679812, 28.947384, 29.647996, 168.670289], [12.618397, 12.871079, 13.273480, 14.079534, 19.612544]]
### 4
fourier: [[18.959019, 20.522295, 21.046878, 25.282449, 96.111219], [31.434103, 34.932968, 36.265726, 37.085889, 202.256672], [16.677596, 18.003690, 19.185463, 20.673118, 65.630785], [12.697955, 13.690146, 15.496101, 15.826016, 50.504730], [8.736914, 8.987920, 9.038851, 9.507023, 18.262428], [22.845069, 22.898449, 23.080213, 23.518444, 135.428824], [7.119593, 7.125994, 8.324865, 9.589021, 29.789420], [18.373495, 18.572673, 19.527275, 20.513500, 120.139800], [30.291095, 35.100033, 36.919676, 37.132571, 217.366159], [8.478758, 9.089538, 10.306803, 10.558448, 10.568993], [25.644632, 25.786802, 25.965616, 27.588394, 146.882894], [17.846790, 18.230041, 18.393800, 18.619903, 94.880145], [18.559689, 19.053107, 19.198760, 20.605187, 86.733378], [15.460770, 15.729889, 16.139468, 18.871186, 58.440395], [13.800552, 14.180009, 14.752645, 16.715110, 88.162789]]
### 6
fourier: [[20.689231, 20.839027, 21.186925, 22.153027, 105.197144], [23.128896, 26.833044, 26.984731, 27.455210, 144.246955], [26.321611, 29.951457, 31.099584, 31.563916, 158.999652], [25.547024, 25.898568, 26.120798, 26.583801, 151.040590], [11.452645, 12.294719, 12.802305, 14.073036, 56.590850], [35.105915, 38.215518, 38.617593, 39.302087, 210.271667], [22.033432, 23.185424, 25.734845, 26.713321, 135.561813], [18.774159, 21.582769, 21.637850, 22.139850, 121.091928], [26.822974, 28.614453, 30.211416, 30.322316, 129.906492], [16.957082, 18.170041, 18.762179, 20.036818, 84.491181], [16.913955, 18.776064, 19.291180, 20.021857, 102.203900], [26.674633, 30.013290, 31.006602, 31.899760, 162.888347], [9.156546, 9.203998, 9.735316, 10.208750, 53.262068], [4.296845, 4.596447, 4.817349, 4.886091, 20.334038], [17.217197, 18.698582, 20.091197, 20.126042, 120.583405]]
### 8
fourier: [[15.824905, 17.695851, 18.289786, 18.298246, 108.961008], [15.080483, 16.435588, 16.665162, 16.780152, 114.893445], [4.930253, 5.641318, 6.256978, 6.794215, 8.282058], [12.075926, 14.065179, 14.384021, 14.438617, 91.889034], [32.193203, 33.119146, 33.690438, 35.015743, 189.545524], [29.238347, 33.097571, 33.281166, 34.120459, 183.847527], [50.947588, 56.040710, 56.562304, 57.858312, 265.692570], [23.914935, 26.566746, 26.593911, 27.236867, 133.448932], [22.326276, 24.470437, 24.586080, 25.142703, 136.488540], [25.272534, 28.144667, 28.501232, 29.445601, 149.180932], [15.490628, 16.500772, 17.353748, 17.625003, 89.199705], [27.376981, 29.229057, 30.454972, 30.998861, 157.348024], [36.711626, 40.691188, 41.139406, 41.523811, 237.548777], [20.827077, 21.483118, 22.711252, 22.992737, 116.796972], [31.400151, 34.154629, 34.362680, 34.866393, 180.937922]]
### 10
fourier: [[16.296053, 18.507788, 18.615495, 19.290789, 107.215590], [17.048252, 18.914773, 19.133143, 19.712491, 118.456549], [43.063938, 48.121192, 48.691559, 50.313412, 259.388847], [63.528566, 69.528804, 70.620488, 72.765055, 367.190498], [41.078372, 46.047620, 46.612507, 48.120052, 261.587901], [12.565457, 13.836365, 14.134236, 14.344903, 99.994062], [8.591128, 8.631915, 8.713714, 8.991594, 48.852232], [40.757486, 45.199344, 45.855810, 47.264705, 231.216674], [5.110382, 6.077542, 6.303401, 6.412258, 26.247604], [26.893919, 29.165791, 29.903859, 30.907460, 158.394172], [47.132281, 52.517890, 52.852148, 54.670772, 305.354320], [13.635719, 16.539360, 16.602324, 16.935928, 92.692799], [20.014930, 20.971682, 21.816029, 22.327225, 124.431753], [42.827782, 47.804156, 48.408816, 49.888658, 276.201074], [6.617968, 7.820538, 7.936728, 8.157400, 54.763728]]
### 12
fourier: [[15.890786, 18.057981, 18.065044, 18.884137, 111.635680], [51.882069, 57.150590, 57.898351, 60.094086, 298.972937], [12.727930, 14.443802, 14.719131, 15.210523, 76.244594], [29.012793, 31.849134, 32.692221, 33.645129, 174.032563], [7.673735, 8.800483, 8.836848, 9.112693, 41.744832], [69.447307, 77.622202, 78.084736, 80.986685, 451.664295], [24.557047, 26.975005, 27.364032, 28.297485, 145.215800], [27.564184, 30.669842, 31.382620, 32.430358, 142.127478], [61.022257, 68.000407, 68.528396, 70.991245, 378.547174], [17.894621, 20.284943, 20.465773, 20.987278, 120.704891], [23.882605, 26.591882, 27.008702, 28.060486, 164.027024], [61.767942, 69.572249, 69.875200, 72.488075, 402.247002], [17.221074, 19.403283, 19.859116, 19.983324, 129.340547], [24.090549, 26.350086, 26.456220, 27.297315, 158.916836], [15.978796, 16.720478, 17.559764, 17.969876, 89.550931]]
### 14
fourier: [[26.934871, 30.648345, 30.927987, 32.161868, 165.957343], [49.415911, 56.181925, 56.477328, 58.438263, 317.139570], [12.772493, 14.315300, 14.497316, 14.892206, 116.329006], [12.274070, 12.991029, 13.292405, 13.853901, 97.257558], [48.700828, 55.448512, 55.791181, 57.222023, 324.720501], [56.991691, 65.399448, 66.193363, 68.054235, 381.610576], [49.154828, 55.733176, 56.037281, 57.665089, 315.646105], [58.906567, 67.636111, 68.566546, 70.399134, 385.689079], [31.913700, 33.824478, 34.682903, 35.780538, 163.693367], [39.620554, 44.557684, 44.564800, 46.258342, 237.669527], [43.569093, 49.600919, 49.870489, 51.159142, 281.782848], [37.797076, 42.941467, 43.219245, 44.321227, 252.720744], [27.898239, 31.657607, 31.855326, 32.737901, 185.545217], [14.768726, 17.035098, 17.420195, 17.841662, 122.926394], [25.165906, 26.627356, 27.250414, 28.226906, 155.725908]]
### 16
fourier: [[9.748382, 10.009271, 10.662283, 10.774868, 43.422846], [11.055978, 12.409719, 12.538102, 13.020449, 82.925573], [50.211180, 57.599922, 58.798364, 59.930357, 318.487558], [26.027734, 29.713995, 29.991708, 31.082554, 157.600801], [4.017835, 4.639083, 4.704987, 4.837267, 54.924081], [23.403601, 26.949455, 27.802130, 28.171670, 153.964572], [10.401213, 11.764449, 11.827708, 12.192853, 58.035625], [20.566001, 23.291050, 23.292366, 24.224746, 126.945801], [19.867045, 22.632668, 22.642967, 23.476111, 135.198007], [35.311685, 40.068014, 40.172116, 41.595996, 245.317260], [58.012223, 66.419332, 66.914193, 69.422809, 351.216271], [27.214038, 31.068920, 31.409056, 32.442610, 190.307270], [43.045487, 49.430240, 50.178425, 51.599864, 296.148059], [11.531880, 12.705505, 12.860890, 13.403024, 63.711872], [7.793890, 8.964286, 9.100310, 9.322823, 42.093460]]
### 18
fourier: [[13.610560, 15.722906, 15.787819, 16.761190, 106.874794], [12.544274, 14.184553, 14.645990, 14.940125, 75.479600], [16.376959, 19.935703, 21.061495, 21.138074, 132.412082], [9.581511, 11.378474, 11.891350, 11.995458, 96.228245], [12.486550, 14.173708, 14.392165, 14.519298, 107.305621], [48.532251, 57.001472, 58.497967, 60.096084, 355.487223], [6.670671, 7.487272, 8.197124, 8.521453, 88.466248], [16.273254, 18.627781, 18.687995, 19.395491, 120.825243], [2.465580, 2.586582, 2.797367, 2.959881, 22.483831], [45.564262, 53.412441, 54.864314, 56.232816, 329.306929], [33.093092, 38.904508, 40.283914, 40.881115, 232.912314], [35.761269, 42.753211, 44.345151, 45.415041, 295.674333], [7.392498, 8.101359, 8.264356, 8.610305, 26.402459], [4.176615, 4.765277, 5.171491, 5.241232, 46.986166], [6.184922, 7.385057, 7.456287, 7.933817, 73.285943]]
### 20
fourier: [[12.125844, 14.684940, 15.663210, 15.754413, 81.054411]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"fourier": [29.479808542927167, 31.925065803332252, 35.168394880123195, 39.54807760609211, 215.17782443761826]}, "9": {"fourier": [20.800366162200056, 22.176621843486682, 23.777777545154095, 24.73084842984605, 26.21414915091724]}, "10": {"fourier": [20.62209807345596, 21.41475036751877, 21.442710327993733, 24.268634493864024, 70.18649393320084]}, "11": {"fourier": [25.154689483363114, 28.136139153330145, 30.984810176220623, 32.58501978282675, 90.72053784132004]}, "12": {"fourier": [20.10244061610282, 20.49313277332998, 24.308407123633454, 25.85221742989848, 138.44583995640278]}, "13": {"fourier": [30.021395306587113, 31.807823192945666, 35.68034600533647, 40.425772879270546, 210.44265223667026]}, "14": {"fourier": [9.46918380001028, 9.540620594992118, 12.117441557405986, 12.69630836408246, 113.50759044289589]}}, "layer_info": {"num_neurons": 15, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [8.50105495131621, 9.682276180109314, 10.452360807048983, 11.733305348379446, 21.695095479488373]}, "1": {"fourier": [11.035385416471023, 11.210322184351634, 12.5985022194347, 13.416842861189625, 96.30983620136976]}, "2": {"fourier": [20.172541444060947, 21.7273972467334, 23.590447060310463, 27.366059223009405, 30.507707491517067]}, "3": {"fourier": [16.016460832399034, 16.426416424734338, 18.917343852996307, 19.08162972262955, 82.02185888588428]}, "4": {"fourier": [32.88282059888819, 33.01128346864897, 34.1170376151618, 37.39445177575753, 232.07928884029388]}, "5": {"fourier": [22.19498542781666, 23.543095541483794, 23.737576755592073, 24.663037683078038, 136.2411679327488]}, "6": {"fourier": [15.329099355755842, 16.10479093201247, 17.60586740283908, 18.102549191077433, 57.99205783009529]}, "7": {"fourier": [12.810951883439047, 12.96986119975073, 13.212227406348255, 14.462595332553208, 31.467446748167276]}, "8": {"fourier": [21.926971051701393, 21.96637001946531, 22.661254297972825, 23.585703282117702, 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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6990940570831299, "train_acc": 0.485, "val_loss": 0.6960558295249939, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.693040281534195, "train_acc": 0.565, "val_loss": 0.6826798915863037, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6710247099399567, "train_acc": 0.565, "val_loss": 0.6199324131011963, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 3.3163583874702454, "train_acc": 0.495, "val_loss": 0.48434093594551086, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.47540441155433655, "train_acc": 0.74, "val_loss": 1.0489414930343628, "val_acc": 0.48}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.74739670753479, "train_acc": 0.505, "val_loss": 0.6447559595108032, "val_acc": 0.48}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6629514694213867, "train_acc": 0.505, "val_loss": 0.6864240765571594, "val_acc": 0.48}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.6960558295249939, "final_val_loss": 0.6199324131011963, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.48434093594551086, "final_val_loss": 0.6864240765571594, "initial_val_acc": 0.84, "final_val_acc": 0.48, "best_val_acc": 0.84, "best_epoch": 3}, "improvement": 0.31999999999999995, "first_improvement_epoch": 2}}
|
9,912
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.76, "improved_accuracy": 1.0, "improvement": 0.24, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2686, "learning_rate": 0.025595937541115762, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[15.248420, 15.899254, 16.924305, 17.427962, 21.361394], [10.405983, 10.959981, 11.986809, 12.726388, 46.825075], [20.822815, 23.638317, 24.006092, 24.217198, 141.967715], [15.957495, 16.191095, 17.387313, 20.366144, 30.665527], [16.626238, 17.085315, 18.150119, 18.825840, 20.331143], [17.525578, 18.634310, 19.893103, 21.512082, 79.561260], [10.792819, 10.927682, 11.694401, 12.299059, 50.547672], [16.764891, 21.805768, 23.315385, 26.672243, 78.792264], [18.928461, 20.253512, 21.781924, 21.833393, 79.190859], [21.098037, 21.569434, 27.958513, 28.043354, 126.879271], [20.869758, 22.385919, 23.056308, 23.127658, 102.819357]]
### 2
fourier: [[7.662063, 7.692234, 10.039507, 11.922194, 20.675068], [7.307885, 7.693600, 7.982629, 8.843453, 57.455409], [15.524676, 15.822091, 17.085447, 18.886723, 132.612600], [13.715689, 15.649028, 16.427199, 16.652875, 79.549155], [18.158203, 18.176408, 18.400030, 20.804770, 50.841687], [10.053178, 10.235713, 11.113394, 11.290428, 48.936282], [11.808146, 11.964873, 12.615367, 14.245438, 81.128793], [6.552731, 6.622383, 7.222103, 9.029083, 17.866092], [12.899369, 13.005251, 14.376256, 15.828574, 31.795826], [10.859746, 10.957860, 11.060388, 12.281866, 36.583472], [9.152206, 9.703033, 9.722990, 11.685848, 16.194906]]
### 4
fourier: [[17.648684, 17.849956, 19.772488, 22.182169, 107.626026], [20.936362, 21.307250, 21.787270, 22.381079, 116.344666], [3.099875, 3.548018, 4.241525, 4.387272, 17.210917], [4.125445, 4.374192, 5.004536, 6.905888, 7.566148], [18.222918, 18.727785, 18.942173, 20.135599, 22.586162], [5.156999, 5.270858, 5.411458, 6.330109, 32.998060], [18.029543, 18.212419, 19.490273, 20.735917, 22.808902], [7.742732, 7.933875, 8.192264, 9.161404, 87.195188], [10.812817, 11.198308, 11.358103, 11.759284, 15.912828], [17.476499, 18.790246, 19.706473, 19.743731, 92.010625], [19.682378, 20.520877, 22.273735, 23.644104, 99.907989]]
### 6
fourier: [[4.047653, 4.072388, 4.151672, 5.428726, 62.459977], [23.394685, 26.016149, 26.092480, 30.137697, 81.550959], [29.152351, 32.881549, 33.297133, 37.698622, 180.856346], [5.793938, 6.272028, 6.657656, 6.948983, 29.648383], [25.319133, 26.825665, 28.779630, 31.664492, 147.479417], [23.439013, 26.585762, 26.688448, 30.603658, 79.370089], [20.021954, 21.962648, 22.635912, 24.947789, 101.058451], [13.014549, 13.983285, 14.838567, 16.688371, 57.485300], [10.135602, 10.337166, 10.659336, 12.837180, 59.144277], [25.434827, 27.185039, 27.590968, 33.574195, 58.193247], [24.473544, 25.317799, 28.386514, 33.010004, 121.554380]]
### 8
fourier: [[23.335390, 25.289634, 25.846025, 28.146101, 46.920903], [32.921108, 33.728196, 36.844557, 37.630355, 242.147816], [3.894693, 3.987639, 4.204730, 4.389494, 11.003437], [29.783483, 31.743212, 31.959641, 38.006425, 97.020610], [11.536795, 11.732593, 12.736584, 13.138954, 74.763616], [26.203404, 28.284221, 29.317839, 32.730521, 134.086359], [24.014153, 25.378767, 26.515781, 30.856135, 66.583658], [30.187963, 32.957703, 33.822928, 35.849755, 148.136785], [23.554525, 24.760851, 25.696945, 28.192029, 37.944360], [4.463467, 4.697893, 4.834553, 6.197602, 47.323526], [14.125062, 14.184053, 14.900359, 17.323484, 48.111163]]
### 10
fourier: [[6.703390, 6.912330, 8.042005, 8.068409, 50.617952], [3.501808, 3.652234, 3.913625, 4.126807, 43.060241], [21.433488, 21.734974, 21.921347, 23.224270, 23.585064], [23.212498, 23.401838, 23.539677, 24.988434, 25.689827], [22.001116, 22.221038, 22.429225, 22.486308, 24.069986], [36.945549, 39.741780, 40.461897, 46.049350, 191.191758], [7.963977, 7.988886, 8.281384, 8.876243, 91.788625], [8.355531, 8.818270, 8.874431, 9.082565, 20.156866], [22.863379, 23.082869, 24.884722, 26.487036, 44.881630], [11.805185, 12.014243, 12.255759, 12.412867, 36.001249], [18.807535, 20.014484, 20.784607, 23.130994, 85.976295]]
### 12
fourier: [[18.296183, 18.537282, 20.154226, 20.951698, 38.469312], [18.058907, 18.348543, 19.067738, 19.237894, 20.493103], [36.016125, 36.772637, 39.198193, 40.535151, 104.540177], [18.660694, 19.067804, 19.399484, 19.703931, 20.268057], [31.862931, 32.035021, 33.327071, 33.652787, 57.095751], [15.342748, 16.242652, 16.625407, 18.226223, 50.023564], [5.876946, 5.954782, 6.410099, 6.662550, 13.485009], [23.398068, 25.359653, 25.389680, 28.231759, 96.297624], [21.955673, 22.667313, 22.940483, 24.572352, 25.250276], [22.876335, 22.876478, 23.273470, 24.231392, 24.424301], [30.005984, 30.076036, 30.212188, 31.756148, 31.884789]]
### 14
fourier: [[7.946662, 8.286380, 8.405222, 9.129331, 70.487531], [20.997065, 23.242477, 23.300078, 23.722191, 91.468621], [19.681974, 19.748670, 21.434089, 21.643794, 67.758299], [24.249395, 24.666519, 26.118204, 26.915371, 89.956373], [9.161741, 9.963293, 10.087207, 10.243738, 49.975583], [23.106314, 23.787845, 24.257503, 24.389717, 25.368101], [17.623782, 18.492779, 19.559462, 20.016926, 99.721771], [33.474084, 34.026018, 36.317541, 36.928182, 76.025331], [23.580935, 23.628238, 24.049207, 26.083896, 91.594882], [18.626987, 18.785191, 19.765794, 20.112716, 46.005922], [26.766593, 29.377927, 29.947690, 30.328639, 138.530167]]
### 16
fourier: [[34.742043, 35.713789, 35.888961, 38.597305, 169.371307]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.248420, 15.899254, 16.924305, 17.427962, 21.361394], [10.405983, 10.959981, 11.986809, 12.726388, 46.825075], [20.822815, 23.638317, 24.006092, 24.217198, 141.967715], [15.957495, 16.191095, 17.387313, 20.366144, 30.665527], [16.626238, 17.085315, 18.150119, 18.825840, 20.331143], [17.525578, 18.634310, 19.893103, 21.512082, 79.561260], [10.792819, 10.927682, 11.694401, 12.299059, 50.547672], [16.764891, 21.805768, 23.315385, 26.672243, 78.792264], [18.928461, 20.253512, 21.781924, 21.833393, 79.190859], [21.098037, 21.569434, 27.958513, 28.043354, 126.879271], [20.869758, 22.385919, 23.056308, 23.127658, 102.819357]]
### 2
fourier: [[7.662063, 7.692234, 10.039507, 11.922194, 20.675068], [7.307885, 7.693600, 7.982629, 8.843453, 57.455409], [15.524676, 15.822091, 17.085447, 18.886723, 132.612600], [13.715689, 15.649028, 16.427199, 16.652875, 79.549155], [18.158203, 18.176408, 18.400030, 20.804770, 50.841687], [10.053178, 10.235713, 11.113394, 11.290428, 48.936282], [11.808146, 11.964873, 12.615367, 14.245438, 81.128793], [6.552731, 6.622383, 7.222103, 9.029083, 17.866092], [12.899369, 13.005251, 14.376256, 15.828574, 31.795826], [10.859746, 10.957860, 11.060388, 12.281866, 36.583472], [9.152206, 9.703033, 9.722990, 11.685848, 16.194906]]
### 4
fourier: [[17.648684, 17.849956, 19.772488, 22.182169, 107.626026], [20.936362, 21.307250, 21.787270, 22.381079, 116.344666], [3.099875, 3.548018, 4.241525, 4.387272, 17.210917], [4.125445, 4.374192, 5.004536, 6.905888, 7.566148], [18.222918, 18.727785, 18.942173, 20.135599, 22.586162], [5.156999, 5.270858, 5.411458, 6.330109, 32.998060], [18.029543, 18.212419, 19.490273, 20.735917, 22.808902], [7.742732, 7.933875, 8.192264, 9.161404, 87.195188], [10.812817, 11.198308, 11.358103, 11.759284, 15.912828], [17.476499, 18.790246, 19.706473, 19.743731, 92.010625], [19.682378, 20.520877, 22.273735, 23.644104, 99.907989]]
### 6
fourier: [[4.047653, 4.072388, 4.151672, 5.428726, 62.459977], [23.394685, 26.016149, 26.092480, 30.137697, 81.550959], [29.152351, 32.881549, 33.297133, 37.698622, 180.856346], [5.793938, 6.272028, 6.657656, 6.948983, 29.648383], [25.319133, 26.825665, 28.779630, 31.664492, 147.479417], [23.439013, 26.585762, 26.688448, 30.603658, 79.370089], [20.021954, 21.962648, 22.635912, 24.947789, 101.058451], [13.014549, 13.983285, 14.838567, 16.688371, 57.485300], [10.135602, 10.337166, 10.659336, 12.837180, 59.144277], [25.434827, 27.185039, 27.590968, 33.574195, 58.193247], [24.473544, 25.317799, 28.386514, 33.010004, 121.554380]]
### 8
fourier: [[23.335390, 25.289634, 25.846025, 28.146101, 46.920903], [32.921108, 33.728196, 36.844557, 37.630355, 242.147816], [3.894693, 3.987639, 4.204730, 4.389494, 11.003437], [29.783483, 31.743212, 31.959641, 38.006425, 97.020610], [11.536795, 11.732593, 12.736584, 13.138954, 74.763616], [26.203404, 28.284221, 29.317839, 32.730521, 134.086359], [24.014153, 25.378767, 26.515781, 30.856135, 66.583658], [30.187963, 32.957703, 33.822928, 35.849755, 148.136785], [23.554525, 24.760851, 25.696945, 28.192029, 37.944360], [4.463467, 4.697893, 4.834553, 6.197602, 47.323526], [14.125062, 14.184053, 14.900359, 17.323484, 48.111163]]
### 10
fourier: [[6.703390, 6.912330, 8.042005, 8.068409, 50.617952], [3.501808, 3.652234, 3.913625, 4.126807, 43.060241], [21.433488, 21.734974, 21.921347, 23.224270, 23.585064], [23.212498, 23.401838, 23.539677, 24.988434, 25.689827], [22.001116, 22.221038, 22.429225, 22.486308, 24.069986], [36.945549, 39.741780, 40.461897, 46.049350, 191.191758], [7.963977, 7.988886, 8.281384, 8.876243, 91.788625], [8.355531, 8.818270, 8.874431, 9.082565, 20.156866], [22.863379, 23.082869, 24.884722, 26.487036, 44.881630], [11.805185, 12.014243, 12.255759, 12.412867, 36.001249], [18.807535, 20.014484, 20.784607, 23.130994, 85.976295]]
### 12
fourier: [[18.296183, 18.537282, 20.154226, 20.951698, 38.469312], [18.058907, 18.348543, 19.067738, 19.237894, 20.493103], [36.016125, 36.772637, 39.198193, 40.535151, 104.540177], [18.660694, 19.067804, 19.399484, 19.703931, 20.268057], [31.862931, 32.035021, 33.327071, 33.652787, 57.095751], [15.342748, 16.242652, 16.625407, 18.226223, 50.023564], [5.876946, 5.954782, 6.410099, 6.662550, 13.485009], [23.398068, 25.359653, 25.389680, 28.231759, 96.297624], [21.955673, 22.667313, 22.940483, 24.572352, 25.250276], [22.876335, 22.876478, 23.273470, 24.231392, 24.424301], [30.005984, 30.076036, 30.212188, 31.756148, 31.884789]]
### 14
fourier: [[7.946662, 8.286380, 8.405222, 9.129331, 70.487531], [20.997065, 23.242477, 23.300078, 23.722191, 91.468621], [19.681974, 19.748670, 21.434089, 21.643794, 67.758299], [24.249395, 24.666519, 26.118204, 26.915371, 89.956373], [9.161741, 9.963293, 10.087207, 10.243738, 49.975583], [23.106314, 23.787845, 24.257503, 24.389717, 25.368101], [17.623782, 18.492779, 19.559462, 20.016926, 99.721771], [33.474084, 34.026018, 36.317541, 36.928182, 76.025331], [23.580935, 23.628238, 24.049207, 26.083896, 91.594882], [18.626987, 18.785191, 19.765794, 20.112716, 46.005922], [26.766593, 29.377927, 29.947690, 30.328639, 138.530167]]
### 16
fourier: [[34.742043, 35.713789, 35.888961, 38.597305, 169.371307]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6802153289318085, "train_acc": 0.58, "val_loss": 0.7105149626731873, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6804395318031311, "train_acc": 0.58, "val_loss": 0.6972204446792603, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6645686626434326, "train_acc": 0.58, "val_loss": 0.6113720536231995, "val_acc": 0.76}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.5529683232307434, "train_acc": 0.82, "val_loss": 0.2647988796234131, "val_acc": 0.94}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.33373332023620605, "train_acc": 0.915, "val_loss": 0.09546957165002823, "val_acc": 0.98}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.22732487320899963, "train_acc": 0.93, "val_loss": 0.04920421168208122, "val_acc": 1.0}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.1242513656616211, "train_acc": 0.96, "val_loss": 0.11403948068618774, "val_acc": 0.96}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.11238260194659233, "train_acc": 0.965, "val_loss": 0.14879350364208221, "val_acc": 0.94}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.14892451837658882, "train_acc": 0.955, "val_loss": 0.1597013622522354, "val_acc": 0.94}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7105149626731873, "final_val_loss": 0.6113720536231995, "initial_val_acc": 0.5, "final_val_acc": 0.76, "best_val_acc": 0.76}, "improved_stage": {"initial_val_loss": 0.2647988796234131, "final_val_loss": 0.1597013622522354, "initial_val_acc": 0.94, "final_val_acc": 0.94, "best_val_acc": 1.0, "best_epoch": 5}, "improvement": 0.24, "first_improvement_epoch": 2}}
|
9,913
|
{"target_pattern": "sorted_descending", "degraded_accuracy": 0.58, "improved_accuracy": 0.96, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6933, "learning_rate": 0.030025109657824067, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_descending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_descending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.661186, 13.778981, 14.824213, 15.558095, 15.744978], [11.846354, 11.866051, 13.491754, 15.491577, 38.565017], [21.219151, 21.441819, 24.404917, 29.688296, 101.804862], [17.458144, 18.569360, 18.844710, 19.200718, 25.075589], [16.170817, 17.975630, 18.768158, 22.322545, 119.807572], [20.187209, 21.132754, 22.054540, 26.962261, 47.610538], [19.066121, 19.677410, 20.839689, 21.713855, 59.398545], [11.681740, 11.840548, 15.346772, 18.433741, 20.681918], [20.405391, 20.893788, 21.129818, 21.892023, 165.268035], [17.762186, 21.204776, 21.532983, 23.180848, 26.846318], [24.967975, 25.411131, 27.957321, 30.350731, 38.948515]]
### 2
fourier: [[16.464656, 19.044555, 20.207831, 22.970909, 110.325020], [19.044810, 19.360249, 21.441116, 21.703210, 92.396652], [25.972121, 29.165315, 30.088765, 32.540408, 117.009127], [15.050612, 17.797233, 21.117132, 22.494955, 52.783545], [26.921009, 27.522002, 29.065661, 29.433441, 129.898440], [14.377008, 15.603586, 17.046725, 19.802996, 82.347940], [12.058340, 12.178704, 13.699503, 14.029498, 15.882575], [16.393482, 17.481523, 18.098284, 20.547221, 84.301644], [8.908655, 10.451026, 11.540210, 12.315735, 56.349302], [11.993654, 13.347542, 15.738452, 16.252620, 62.048106], [14.289644, 14.867057, 15.858721, 16.753763, 32.057760]]
### 4
fourier: [[33.079826, 40.255501, 41.382318, 43.478192, 187.898162], [30.335916, 30.820420, 35.382291, 36.125295, 158.870320], [13.660579, 13.895588, 15.100969, 17.280767, 50.821446], [28.310405, 31.317406, 33.526150, 33.626647, 173.898123], [25.285111, 27.495271, 30.493846, 32.733424, 160.084136], [45.962728, 48.033789, 54.506567, 57.073220, 293.209894], [17.335687, 17.990513, 19.330688, 20.083264, 28.537047], [17.147775, 21.743235, 21.772160, 21.814446, 59.650864], [16.640118, 16.847873, 20.371844, 21.636175, 119.817074], [43.903598, 45.189905, 48.445617, 50.645995, 253.519312], [4.619728, 5.228390, 5.586371, 5.917478, 34.862144]]
### 6
fourier: [[71.389759, 72.849704, 87.255402, 91.550722, 465.811597], [31.998270, 32.810150, 40.474340, 41.993699, 182.062082], [24.392934, 27.505815, 30.300596, 31.807058, 126.031853], [15.546592, 18.028513, 19.230133, 19.948425, 74.317236], [8.294999, 11.339603, 11.528960, 11.553470, 126.786406], [89.081263, 91.049450, 110.123059, 115.049787, 575.767716], [9.510762, 12.332515, 12.516232, 12.902031, 33.895633], [32.377950, 33.889593, 40.497306, 42.128743, 178.388773], [31.261059, 34.419961, 39.158593, 41.158227, 151.094251], [58.233945, 61.798566, 72.704577, 76.508334, 381.913126], [33.202943, 33.535094, 42.196894, 44.522747, 229.309789]]
### 8
fourier: [[100.825607, 102.575200, 125.948184, 132.283062, 683.003330], [51.903475, 56.697468, 64.519925, 67.951139, 271.894638], [2.937500, 3.335940, 3.524925, 4.089958, 12.696859], [80.810662, 82.914435, 100.835953, 105.946986, 554.838406], [69.532303, 69.585406, 86.435179, 90.614178, 451.479928], [9.043262, 9.353780, 9.729590, 9.804284, 58.652688], [12.273772, 15.220891, 15.673115, 16.731112, 40.624324], [91.559015, 96.816047, 113.969367, 120.002059, 599.682368], [17.586385, 17.658977, 22.829236, 23.976142, 158.949333], [106.637061, 107.963049, 133.394593, 140.112464, 739.390031], [64.306693, 64.870863, 81.761533, 85.635081, 400.375172]]
### 10
fourier: [[94.971246, 96.632813, 119.580671, 125.519561, 613.478414], [45.497593, 47.045257, 59.324130, 62.084310, 310.000443], [104.258172, 104.885176, 131.876218, 138.379278, 707.813873], [124.586228, 125.533966, 157.750504, 165.613752, 865.426673], [74.478164, 75.125638, 93.745366, 98.066966, 456.897349], [125.542041, 126.707040, 159.205510, 166.910272, 858.415928], [19.062553, 22.719913, 23.855187, 24.669520, 64.488511], [98.630088, 99.085604, 124.851083, 130.940076, 652.141134], [69.456626, 70.048775, 86.737631, 91.121165, 432.397678], [169.155467, 170.944832, 213.934392, 224.502144, 1168.968265], [201.199126, 201.630368, 254.565542, 267.007417, 1418.504985]]
### 12
fourier: [[93.365890, 95.783703, 119.344577, 124.916613, 584.463787], [6.052699, 7.021698, 7.681495, 8.174493, 36.573143], [3.963279, 4.487543, 4.564679, 4.736975, 16.719717], [111.587731, 115.632623, 146.861066, 153.823165, 805.356028], [158.037335, 159.421754, 201.106825, 210.740887, 1070.365653], [209.394935, 215.856885, 273.766903, 286.689222, 1555.346571], [299.877460, 303.887207, 385.568916, 404.024835, 2153.387989], [223.632318, 225.956462, 286.769876, 300.512405, 1575.752342], [291.790687, 293.354012, 372.440424, 390.403592, 2037.537881], [233.175863, 241.774216, 306.313406, 320.745186, 1756.322401], [299.433441, 304.545907, 386.823362, 405.224942, 2156.788100]]
### 14
fourier: [[285.913336, 291.620274, 370.207509, 387.694303, 2044.450474], [82.795354, 83.986155, 106.182907, 110.984009, 661.307008], [240.869778, 246.611150, 313.075182, 327.992469, 1704.056240], [105.314658, 106.650681, 133.945190, 140.386455, 733.872994], [433.547869, 444.959180, 564.169145, 590.920076, 3123.019134], [456.276492, 474.250098, 601.209809, 629.297904, 3395.799880], [192.177163, 198.082820, 250.937124, 262.901051, 1362.996655], [375.201683, 384.711650, 488.227423, 511.250557, 2736.285487], [466.514676, 480.079456, 608.807299, 637.551951, 3397.057215], [221.443447, 225.587522, 286.841352, 300.297056, 1603.682381], [10.185320, 10.247402, 11.702784, 13.755549, 14.262942]]
### 16
fourier: [[104.432801, 106.470454, 133.737964, 140.025323, 687.435226], [480.204681, 498.250755, 630.690914, 660.486364, 3495.238216], [249.494192, 254.704803, 323.473523, 338.743471, 1734.088226], [767.952147, 797.769462, 1008.873228, 1056.268898, 5656.524291], [595.206354, 618.454200, 782.572999, 819.535323, 4343.436989], [308.781693, 321.491535, 406.079752, 425.127636, 2251.515796], [679.315727, 702.578703, 889.454848, 931.345324, 4970.751465], [116.443894, 120.313631, 151.845465, 158.930477, 806.650395], [603.882299, 626.198701, 791.965892, 829.260164, 4383.221706], [639.205443, 661.157585, 836.920849, 876.198459, 4683.918566], [643.491754, 667.033941, 843.623930, 883.274728, 4694.866208]]
### 18
fourier: [[1135.278019, 1176.593931, 1488.791092, 1558.657424, 8269.826366]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_descending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.661186, 13.778981, 14.824213, 15.558095, 15.744978], [11.846354, 11.866051, 13.491754, 15.491577, 38.565017], [21.219151, 21.441819, 24.404917, 29.688296, 101.804862], [17.458144, 18.569360, 18.844710, 19.200718, 25.075589], [16.170817, 17.975630, 18.768158, 22.322545, 119.807572], [20.187209, 21.132754, 22.054540, 26.962261, 47.610538], [19.066121, 19.677410, 20.839689, 21.713855, 59.398545], [11.681740, 11.840548, 15.346772, 18.433741, 20.681918], [20.405391, 20.893788, 21.129818, 21.892023, 165.268035], [17.762186, 21.204776, 21.532983, 23.180848, 26.846318], [24.967975, 25.411131, 27.957321, 30.350731, 38.948515]]
### 2
fourier: [[16.464656, 19.044555, 20.207831, 22.970909, 110.325020], [19.044810, 19.360249, 21.441116, 21.703210, 92.396652], [25.972121, 29.165315, 30.088765, 32.540408, 117.009127], [15.050612, 17.797233, 21.117132, 22.494955, 52.783545], [26.921009, 27.522002, 29.065661, 29.433441, 129.898440], [14.377008, 15.603586, 17.046725, 19.802996, 82.347940], [12.058340, 12.178704, 13.699503, 14.029498, 15.882575], [16.393482, 17.481523, 18.098284, 20.547221, 84.301644], [8.908655, 10.451026, 11.540210, 12.315735, 56.349302], [11.993654, 13.347542, 15.738452, 16.252620, 62.048106], [14.289644, 14.867057, 15.858721, 16.753763, 32.057760]]
### 4
fourier: [[33.079826, 40.255501, 41.382318, 43.478192, 187.898162], [30.335916, 30.820420, 35.382291, 36.125295, 158.870320], [13.660579, 13.895588, 15.100969, 17.280767, 50.821446], [28.310405, 31.317406, 33.526150, 33.626647, 173.898123], [25.285111, 27.495271, 30.493846, 32.733424, 160.084136], [45.962728, 48.033789, 54.506567, 57.073220, 293.209894], [17.335687, 17.990513, 19.330688, 20.083264, 28.537047], [17.147775, 21.743235, 21.772160, 21.814446, 59.650864], [16.640118, 16.847873, 20.371844, 21.636175, 119.817074], [43.903598, 45.189905, 48.445617, 50.645995, 253.519312], [4.619728, 5.228390, 5.586371, 5.917478, 34.862144]]
### 6
fourier: [[71.389759, 72.849704, 87.255402, 91.550722, 465.811597], [31.998270, 32.810150, 40.474340, 41.993699, 182.062082], [24.392934, 27.505815, 30.300596, 31.807058, 126.031853], [15.546592, 18.028513, 19.230133, 19.948425, 74.317236], [8.294999, 11.339603, 11.528960, 11.553470, 126.786406], [89.081263, 91.049450, 110.123059, 115.049787, 575.767716], [9.510762, 12.332515, 12.516232, 12.902031, 33.895633], [32.377950, 33.889593, 40.497306, 42.128743, 178.388773], [31.261059, 34.419961, 39.158593, 41.158227, 151.094251], [58.233945, 61.798566, 72.704577, 76.508334, 381.913126], [33.202943, 33.535094, 42.196894, 44.522747, 229.309789]]
### 8
fourier: [[100.825607, 102.575200, 125.948184, 132.283062, 683.003330], [51.903475, 56.697468, 64.519925, 67.951139, 271.894638], [2.937500, 3.335940, 3.524925, 4.089958, 12.696859], [80.810662, 82.914435, 100.835953, 105.946986, 554.838406], [69.532303, 69.585406, 86.435179, 90.614178, 451.479928], [9.043262, 9.353780, 9.729590, 9.804284, 58.652688], [12.273772, 15.220891, 15.673115, 16.731112, 40.624324], [91.559015, 96.816047, 113.969367, 120.002059, 599.682368], [17.586385, 17.658977, 22.829236, 23.976142, 158.949333], [106.637061, 107.963049, 133.394593, 140.112464, 739.390031], [64.306693, 64.870863, 81.761533, 85.635081, 400.375172]]
### 10
fourier: [[94.971246, 96.632813, 119.580671, 125.519561, 613.478414], [45.497593, 47.045257, 59.324130, 62.084310, 310.000443], [104.258172, 104.885176, 131.876218, 138.379278, 707.813873], [124.586228, 125.533966, 157.750504, 165.613752, 865.426673], [74.478164, 75.125638, 93.745366, 98.066966, 456.897349], [125.542041, 126.707040, 159.205510, 166.910272, 858.415928], [19.062553, 22.719913, 23.855187, 24.669520, 64.488511], [98.630088, 99.085604, 124.851083, 130.940076, 652.141134], [69.456626, 70.048775, 86.737631, 91.121165, 432.397678], [169.155467, 170.944832, 213.934392, 224.502144, 1168.968265], [201.199126, 201.630368, 254.565542, 267.007417, 1418.504985]]
### 12
fourier: [[93.365890, 95.783703, 119.344577, 124.916613, 584.463787], [6.052699, 7.021698, 7.681495, 8.174493, 36.573143], [3.963279, 4.487543, 4.564679, 4.736975, 16.719717], [111.587731, 115.632623, 146.861066, 153.823165, 805.356028], [158.037335, 159.421754, 201.106825, 210.740887, 1070.365653], [209.394935, 215.856885, 273.766903, 286.689222, 1555.346571], [299.877460, 303.887207, 385.568916, 404.024835, 2153.387989], [223.632318, 225.956462, 286.769876, 300.512405, 1575.752342], [291.790687, 293.354012, 372.440424, 390.403592, 2037.537881], [233.175863, 241.774216, 306.313406, 320.745186, 1756.322401], [299.433441, 304.545907, 386.823362, 405.224942, 2156.788100]]
### 14
fourier: [[285.913336, 291.620274, 370.207509, 387.694303, 2044.450474], [82.795354, 83.986155, 106.182907, 110.984009, 661.307008], [240.869778, 246.611150, 313.075182, 327.992469, 1704.056240], [105.314658, 106.650681, 133.945190, 140.386455, 733.872994], [433.547869, 444.959180, 564.169145, 590.920076, 3123.019134], [456.276492, 474.250098, 601.209809, 629.297904, 3395.799880], [192.177163, 198.082820, 250.937124, 262.901051, 1362.996655], [375.201683, 384.711650, 488.227423, 511.250557, 2736.285487], [466.514676, 480.079456, 608.807299, 637.551951, 3397.057215], [221.443447, 225.587522, 286.841352, 300.297056, 1603.682381], [10.185320, 10.247402, 11.702784, 13.755549, 14.262942]]
### 16
fourier: [[104.432801, 106.470454, 133.737964, 140.025323, 687.435226], [480.204681, 498.250755, 630.690914, 660.486364, 3495.238216], [249.494192, 254.704803, 323.473523, 338.743471, 1734.088226], [767.952147, 797.769462, 1008.873228, 1056.268898, 5656.524291], [595.206354, 618.454200, 782.572999, 819.535323, 4343.436989], [308.781693, 321.491535, 406.079752, 425.127636, 2251.515796], [679.315727, 702.578703, 889.454848, 931.345324, 4970.751465], [116.443894, 120.313631, 151.845465, 158.930477, 806.650395], [603.882299, 626.198701, 791.965892, 829.260164, 4383.221706], [639.205443, 661.157585, 836.920849, 876.198459, 4683.918566], [643.491754, 667.033941, 843.623930, 883.274728, 4694.866208]]
### 18
fourier: [[1135.278019, 1176.593931, 1488.791092, 1558.657424, 8269.826366]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_descending
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6899113357067108, "train_acc": 0.565, "val_loss": 0.6789261102676392, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.68170365691185, "train_acc": 0.565, "val_loss": 0.6211284399032593, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6323001980781555, "train_acc": 0.48, "val_loss": 0.43128350377082825, "val_acc": 0.58}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.46973511576652527, "train_acc": 0.48, "val_loss": 0.32613083720207214, "val_acc": 0.94}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.40402455627918243, "train_acc": 0.92, "val_loss": 0.29890698194503784, "val_acc": 0.94}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.3588480055332184, "train_acc": 0.935, "val_loss": 0.26235121488571167, "val_acc": 0.94}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.31994837522506714, "train_acc": 0.935, "val_loss": 0.22143535315990448, "val_acc": 0.94}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.2616692781448364, "train_acc": 0.945, "val_loss": 0.1914355605840683, "val_acc": 0.94}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.2314566895365715, "train_acc": 0.935, "val_loss": 0.18409523367881775, "val_acc": 0.94}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.20870700478553772, "train_acc": 0.93, "val_loss": 0.18799413740634918, "val_acc": 0.94}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.19551009684801102, "train_acc": 0.935, "val_loss": 0.1345636397600174, "val_acc": 0.96}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.363488107919693, "train_acc": 0.935, "val_loss": 0.18212838470935822, "val_acc": 0.94}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["sorted_descending"], "degraded_stage": {"initial_val_loss": 0.6789261102676392, "final_val_loss": 0.6211284399032593, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 0.43128350377082825, "final_val_loss": 0.18212838470935822, "initial_val_acc": 0.58, "final_val_acc": 0.94, "best_val_acc": 0.96, "best_epoch": 10}, "improvement": 0.38, "first_improvement_epoch": 1}}
|
9,914
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.5, "improved_accuracy": 0.86, "improvement": 0.36, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 12, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3901, "learning_rate": 0.07086269969138681, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.0.bias": [
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[33.143723, 36.812794, 36.882174, 37.779899, 40.820903], [25.841510, 27.277655, 28.324579, 36.674715, 109.010202], [41.370060, 41.738324, 43.783456, 48.920756, 56.516811], [42.504371, 44.032857, 44.669648, 47.343521, 228.797632], [50.122658, 51.203637, 51.425157, 56.013973, 156.127239], [24.496498, 24.987500, 25.116615, 25.736941, 179.255554], [21.667617, 23.170657, 24.495126, 24.932416, 26.294275], [49.984810, 51.112786, 51.948024, 57.246981, 180.281634], [30.858619, 31.158752, 32.852046, 33.279348, 84.108971], [13.802779, 14.125416, 16.745339, 22.160937, 25.701878], [41.522881, 41.826265, 46.353703, 46.669981, 49.664803], [35.143754, 37.043769, 39.227329, 41.173703, 44.683419]]
### 2
fourier: [[70.008233, 71.003207, 73.620595, 74.097817, 175.956692], [14.256864, 15.191335, 15.738626, 17.230235, 165.165461], [51.830170, 55.346820, 57.048841, 57.304235, 228.974945], [25.084064, 25.919096, 27.116008, 31.029269, 33.131309], [29.168332, 32.849234, 33.326201, 34.160888, 44.362125], [130.831991, 131.332058, 131.360078, 136.783040, 409.631674], [82.070426, 84.303203, 84.818238, 90.170271, 180.467756], [72.835987, 74.670241, 76.251745, 78.825074, 315.662521], [10.105709, 10.293029, 10.364449, 12.743399, 13.131243], [26.490605, 27.997338, 28.405308, 28.811093, 164.885407], [40.616331, 42.166209, 42.777937, 46.265533, 231.779396], [51.952020, 56.585915, 57.876232, 61.733482, 359.991629]]
### 4
fourier: [[66.134765, 66.877980, 68.088222, 72.110066, 287.420509], [59.769018, 61.125722, 63.756868, 69.121324, 263.308987], [26.055630, 27.550485, 28.149859, 29.076846, 90.596856], [55.641912, 57.248705, 58.886823, 59.703158, 184.816347], [168.404693, 169.740417, 172.112275, 178.693876, 633.556268], [44.149724, 44.194727, 46.136762, 48.323601, 160.773490], [14.114590, 14.562876, 14.673343, 14.795108, 36.842250], [63.823608, 66.338713, 67.921208, 69.824736, 219.773951], [102.128729, 102.530760, 103.433549, 110.870173, 447.147616], [97.171606, 97.180200, 97.275641, 97.447567, 309.507344], [130.951195, 131.598169, 133.764801, 138.864567, 497.641373], [34.209072, 35.636688, 35.869847, 39.102958, 175.218533]]
### 6
fourier: [[54.137682, 55.267206, 55.560630, 58.243829, 154.353907], [58.124910, 59.247038, 60.498557, 65.110110, 249.562696], [138.662201, 139.233540, 144.452673, 144.948195, 482.249713], [140.546306, 141.534542, 142.545046, 147.572865, 542.649654], [41.444084, 41.550037, 43.652511, 44.822778, 168.683251], [202.155113, 204.196760, 205.302145, 213.399616, 768.195642], [14.250327, 14.304591, 14.656193, 15.515449, 106.409411], [81.663541, 81.957633, 83.102283, 84.523769, 272.867508], [37.557418, 37.753687, 40.686224, 45.651107, 93.732823], [28.090116, 28.597820, 30.601314, 34.844299, 82.242510], [148.405707, 150.025322, 150.662542, 157.725865, 553.906242], [12.124264, 12.634363, 13.048541, 13.955896, 68.716746]]
### 8
fourier: [[233.033880, 236.065055, 241.579495, 246.849054, 763.012028], [14.473762, 15.213117, 15.603072, 16.297146, 93.869420], [101.051431, 101.272196, 103.132579, 108.344178, 414.896735], [10.662851, 10.943855, 11.409860, 12.240012, 14.180107], [116.762397, 117.268658, 119.966317, 125.980452, 500.563873], [174.407300, 174.774633, 178.439896, 182.222912, 608.185715], [50.728759, 51.541534, 51.924172, 54.107193, 199.816212], [185.185829, 185.456700, 190.673171, 192.657033, 663.753363], [57.627907, 58.141730, 59.976052, 63.039493, 273.730339], [123.143281, 123.192542, 126.501903, 128.059786, 444.533439], [236.859385, 238.706824, 240.029561, 249.674779, 886.270522], [95.811468, 96.104627, 99.458157, 99.613433, 326.447730]]
### 10
fourier: [[33.277628, 34.118412, 34.384727, 36.849543, 119.955812], [208.048073, 209.908127, 214.883137, 218.224179, 744.952187], [99.676280, 101.343897, 103.243252, 111.195868, 323.004253], [48.250567, 48.642101, 50.174727, 52.707106, 232.068712], [70.373093, 72.095668, 72.125316, 76.370775, 247.416543], [198.617278, 202.122251, 204.151780, 212.767112, 651.329342], [25.021813, 25.048895, 26.942222, 30.389531, 92.113056], [128.007460, 131.237639, 131.249569, 139.682379, 444.484698], [116.706565, 116.865488, 118.852184, 123.980430, 510.234935], [31.841377, 31.889314, 32.445753, 33.923000, 132.215943], [33.255853, 34.290192, 35.920752, 37.380745, 43.567917], [31.462714, 31.668409, 32.709543, 34.059610, 148.427018]]
### 12
fourier: [[84.321561, 85.283216, 89.514308, 94.309249, 437.712097], [44.093171, 46.396120, 49.157145, 51.443008, 322.576215], [63.137022, 64.201741, 67.566705, 71.344862, 298.053472], [54.166335, 54.199136, 56.142031, 58.762509, 245.396779], [64.747176, 65.996009, 69.417011, 73.521439, 315.827498], [133.738623, 135.428832, 141.580031, 149.336173, 626.450600], [22.888290, 25.143826, 25.273504, 30.188634, 61.400660], [16.410454, 16.912910, 17.631888, 18.854323, 88.830958], [51.721255, 52.518781, 55.131603, 58.204447, 261.481617], [75.411228, 75.718607, 77.419273, 78.373948, 244.077596], [87.583411, 87.961268, 90.625387, 94.658420, 353.863615], [138.105727, 139.922086, 143.724799, 155.886103, 485.212660]]
### 14
fourier: [[17.146518, 17.954172, 19.124403, 20.524407, 126.328748], [101.837808, 101.885453, 105.057729, 113.684742, 385.753557], [80.331960, 81.596293, 86.697594, 91.418139, 413.887991], [2.903490, 2.904375, 3.126951, 3.486114, 33.135599], [46.261363, 46.692621, 48.183742, 50.096208, 229.958970], [62.850930, 63.943682, 68.259655, 72.337297, 345.797896], [14.193050, 14.360183, 15.635841, 16.083043, 64.322892], [34.678676, 36.098042, 38.424632, 41.009542, 234.565080], [39.076418, 39.503169, 41.683660, 45.051571, 277.661126], [61.907236, 62.477699, 68.476195, 78.645697, 189.524658], [16.694021, 17.030392, 18.260211, 19.559226, 127.143831], [75.541412, 76.599011, 81.248290, 85.577894, 426.127321]]
### 16
fourier: [[60.727123, 60.953661, 62.914678, 68.263850, 232.353475]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[33.143723, 36.812794, 36.882174, 37.779899, 40.820903], [25.841510, 27.277655, 28.324579, 36.674715, 109.010202], [41.370060, 41.738324, 43.783456, 48.920756, 56.516811], [42.504371, 44.032857, 44.669648, 47.343521, 228.797632], [50.122658, 51.203637, 51.425157, 56.013973, 156.127239], [24.496498, 24.987500, 25.116615, 25.736941, 179.255554], [21.667617, 23.170657, 24.495126, 24.932416, 26.294275], [49.984810, 51.112786, 51.948024, 57.246981, 180.281634], [30.858619, 31.158752, 32.852046, 33.279348, 84.108971], [13.802779, 14.125416, 16.745339, 22.160937, 25.701878], [41.522881, 41.826265, 46.353703, 46.669981, 49.664803], [35.143754, 37.043769, 39.227329, 41.173703, 44.683419]]
### 2
fourier: [[70.008233, 71.003207, 73.620595, 74.097817, 175.956692], [14.256864, 15.191335, 15.738626, 17.230235, 165.165461], [51.830170, 55.346820, 57.048841, 57.304235, 228.974945], [25.084064, 25.919096, 27.116008, 31.029269, 33.131309], [29.168332, 32.849234, 33.326201, 34.160888, 44.362125], [130.831991, 131.332058, 131.360078, 136.783040, 409.631674], [82.070426, 84.303203, 84.818238, 90.170271, 180.467756], [72.835987, 74.670241, 76.251745, 78.825074, 315.662521], [10.105709, 10.293029, 10.364449, 12.743399, 13.131243], [26.490605, 27.997338, 28.405308, 28.811093, 164.885407], [40.616331, 42.166209, 42.777937, 46.265533, 231.779396], [51.952020, 56.585915, 57.876232, 61.733482, 359.991629]]
### 4
fourier: [[66.134765, 66.877980, 68.088222, 72.110066, 287.420509], [59.769018, 61.125722, 63.756868, 69.121324, 263.308987], [26.055630, 27.550485, 28.149859, 29.076846, 90.596856], [55.641912, 57.248705, 58.886823, 59.703158, 184.816347], [168.404693, 169.740417, 172.112275, 178.693876, 633.556268], [44.149724, 44.194727, 46.136762, 48.323601, 160.773490], [14.114590, 14.562876, 14.673343, 14.795108, 36.842250], [63.823608, 66.338713, 67.921208, 69.824736, 219.773951], [102.128729, 102.530760, 103.433549, 110.870173, 447.147616], [97.171606, 97.180200, 97.275641, 97.447567, 309.507344], [130.951195, 131.598169, 133.764801, 138.864567, 497.641373], [34.209072, 35.636688, 35.869847, 39.102958, 175.218533]]
### 6
fourier: [[54.137682, 55.267206, 55.560630, 58.243829, 154.353907], [58.124910, 59.247038, 60.498557, 65.110110, 249.562696], [138.662201, 139.233540, 144.452673, 144.948195, 482.249713], [140.546306, 141.534542, 142.545046, 147.572865, 542.649654], [41.444084, 41.550037, 43.652511, 44.822778, 168.683251], [202.155113, 204.196760, 205.302145, 213.399616, 768.195642], [14.250327, 14.304591, 14.656193, 15.515449, 106.409411], [81.663541, 81.957633, 83.102283, 84.523769, 272.867508], [37.557418, 37.753687, 40.686224, 45.651107, 93.732823], [28.090116, 28.597820, 30.601314, 34.844299, 82.242510], [148.405707, 150.025322, 150.662542, 157.725865, 553.906242], [12.124264, 12.634363, 13.048541, 13.955896, 68.716746]]
### 8
fourier: [[233.033880, 236.065055, 241.579495, 246.849054, 763.012028], [14.473762, 15.213117, 15.603072, 16.297146, 93.869420], [101.051431, 101.272196, 103.132579, 108.344178, 414.896735], [10.662851, 10.943855, 11.409860, 12.240012, 14.180107], [116.762397, 117.268658, 119.966317, 125.980452, 500.563873], [174.407300, 174.774633, 178.439896, 182.222912, 608.185715], [50.728759, 51.541534, 51.924172, 54.107193, 199.816212], [185.185829, 185.456700, 190.673171, 192.657033, 663.753363], [57.627907, 58.141730, 59.976052, 63.039493, 273.730339], [123.143281, 123.192542, 126.501903, 128.059786, 444.533439], [236.859385, 238.706824, 240.029561, 249.674779, 886.270522], [95.811468, 96.104627, 99.458157, 99.613433, 326.447730]]
### 10
fourier: [[33.277628, 34.118412, 34.384727, 36.849543, 119.955812], [208.048073, 209.908127, 214.883137, 218.224179, 744.952187], [99.676280, 101.343897, 103.243252, 111.195868, 323.004253], [48.250567, 48.642101, 50.174727, 52.707106, 232.068712], [70.373093, 72.095668, 72.125316, 76.370775, 247.416543], [198.617278, 202.122251, 204.151780, 212.767112, 651.329342], [25.021813, 25.048895, 26.942222, 30.389531, 92.113056], [128.007460, 131.237639, 131.249569, 139.682379, 444.484698], [116.706565, 116.865488, 118.852184, 123.980430, 510.234935], [31.841377, 31.889314, 32.445753, 33.923000, 132.215943], [33.255853, 34.290192, 35.920752, 37.380745, 43.567917], [31.462714, 31.668409, 32.709543, 34.059610, 148.427018]]
### 12
fourier: [[84.321561, 85.283216, 89.514308, 94.309249, 437.712097], [44.093171, 46.396120, 49.157145, 51.443008, 322.576215], [63.137022, 64.201741, 67.566705, 71.344862, 298.053472], [54.166335, 54.199136, 56.142031, 58.762509, 245.396779], [64.747176, 65.996009, 69.417011, 73.521439, 315.827498], [133.738623, 135.428832, 141.580031, 149.336173, 626.450600], [22.888290, 25.143826, 25.273504, 30.188634, 61.400660], [16.410454, 16.912910, 17.631888, 18.854323, 88.830958], [51.721255, 52.518781, 55.131603, 58.204447, 261.481617], [75.411228, 75.718607, 77.419273, 78.373948, 244.077596], [87.583411, 87.961268, 90.625387, 94.658420, 353.863615], [138.105727, 139.922086, 143.724799, 155.886103, 485.212660]]
### 14
fourier: [[17.146518, 17.954172, 19.124403, 20.524407, 126.328748], [101.837808, 101.885453, 105.057729, 113.684742, 385.753557], [80.331960, 81.596293, 86.697594, 91.418139, 413.887991], [2.903490, 2.904375, 3.126951, 3.486114, 33.135599], [46.261363, 46.692621, 48.183742, 50.096208, 229.958970], [62.850930, 63.943682, 68.259655, 72.337297, 345.797896], [14.193050, 14.360183, 15.635841, 16.083043, 64.322892], [34.678676, 36.098042, 38.424632, 41.009542, 234.565080], [39.076418, 39.503169, 41.683660, 45.051571, 277.661126], [61.907236, 62.477699, 68.476195, 78.645697, 189.524658], [16.694021, 17.030392, 18.260211, 19.559226, 127.143831], [75.541412, 76.599011, 81.248290, 85.577894, 426.127321]]
### 16
fourier: [[60.727123, 60.953661, 62.914678, 68.263850, 232.353475]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6911537051200867, "train_acc": 0.475, "val_loss": 0.7593650817871094, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.692141979932785, "train_acc": 0.575, "val_loss": 0.6961222887039185, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7213906049728394, "train_acc": 0.5, "val_loss": 0.6690670847892761, "val_acc": 0.74}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6749154627323151, "train_acc": 0.725, "val_loss": 0.6865095496177673, "val_acc": 0.5}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.683420717716217, "train_acc": 0.505, "val_loss": 0.6669374108314514, "val_acc": 0.5}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6295714974403381, "train_acc": 0.555, "val_loss": 0.5436405539512634, "val_acc": 0.8}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.4704313278198242, "train_acc": 0.785, "val_loss": 0.5512919425964355, "val_acc": 0.78}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.49254581332206726, "train_acc": 0.89, "val_loss": 0.9696035981178284, "val_acc": 0.7}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.3655218333005905, "train_acc": 0.845, "val_loss": 0.4701294004917145, "val_acc": 0.8}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.3120464086532593, "train_acc": 0.87, "val_loss": 0.33269545435905457, "val_acc": 0.86}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.31239153444767, "train_acc": 0.89, "val_loss": 0.352030873298645, "val_acc": 0.86}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.32782651484012604, "train_acc": 0.895, "val_loss": 0.33165085315704346, "val_acc": 0.86}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.7593650817871094, "final_val_loss": 0.6961222887039185, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.6690670847892761, "final_val_loss": 0.33165085315704346, "initial_val_acc": 0.74, "final_val_acc": 0.86, "best_val_acc": 0.86, "best_epoch": 9}, "improvement": 0.36, "first_improvement_epoch": 1}}
|
9,915
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.4, "improved_accuracy": 0.88, "improvement": 0.48, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4028, "learning_rate": 0.04351857538229106, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.819830, 27.114837, 29.854896, 38.180321, 40.349852], [29.577209, 29.627228, 30.748433, 31.286302, 89.489015], [30.405541, 31.440102, 32.541636, 33.592512, 111.846973], [42.934069, 43.633855, 47.541611, 53.667363, 189.312143], [51.538004, 52.204123, 58.927689, 62.126567, 411.445529], [44.004691, 44.649784, 47.698460, 49.976914, 50.965395], [33.275902, 36.979443, 37.523108, 40.648229, 65.867158], [29.366202, 29.601162, 30.383917, 31.748867, 102.334183], [42.829111, 43.826332, 44.144064, 47.077497, 166.399767], [33.500530, 35.958718, 37.788997, 40.398672, 66.854168], [18.604493, 22.605750, 25.728644, 26.968528, 87.055151], [29.479229, 32.383283, 34.216702, 35.036012, 48.361390], [34.328910, 40.252131, 40.317780, 43.256476, 217.375352], [38.031699, 38.447310, 39.425975, 43.094767, 172.131499], [27.172791, 27.538248, 34.471895, 38.663722, 241.261850]]
### 2
fourier: [[28.517242, 30.159285, 30.280040, 31.491630, 210.362740], [36.134812, 37.262861, 37.890796, 40.860222, 333.981868], [23.051876, 24.589523, 29.401700, 30.265636, 262.883086], [150.551170, 157.172214, 160.958739, 170.627350, 779.876189], [47.231353, 48.876997, 54.309145, 61.243843, 316.691324], [46.240609, 53.427743, 57.091007, 62.880813, 432.447317], [30.934675, 32.833430, 39.714137, 42.268567, 143.635671], [27.600016, 31.848617, 32.351092, 34.645279, 215.962601], [41.020294, 41.551288, 43.768486, 44.459266, 272.249832], [149.055418, 152.506067, 158.368506, 162.069346, 884.314274], [57.741548, 58.408522, 58.810386, 64.557550, 250.141231], [41.869280, 47.044244, 47.113469, 52.393715, 155.840436], [31.610159, 32.036614, 36.360346, 39.970344, 248.607765], [34.432554, 34.913769, 36.016448, 37.956628, 186.651944], [129.600012, 135.325164, 136.621606, 142.214156, 666.697730]]
### 4
fourier: [[56.239367, 59.792909, 63.764112, 66.236023, 497.238702], [316.658358, 324.931294, 327.967376, 345.682789, 1612.193719], [104.330979, 105.402731, 115.539773, 124.854357, 445.512992], [39.117265, 40.175429, 40.992310, 44.911872, 267.647036], [49.456955, 59.544110, 62.878485, 65.779982, 510.585419], [191.940088, 192.097812, 210.946796, 225.164112, 852.336161], [353.001929, 360.150678, 381.153043, 404.931870, 1703.883691], [305.134724, 311.335458, 320.979125, 338.829820, 1523.532062], [59.762512, 60.075371, 60.108187, 62.444335, 362.054490], [33.499779, 34.308489, 35.615368, 37.081787, 245.550779], [96.170844, 98.666287, 110.223703, 114.135037, 120.122674], [67.710825, 67.892568, 70.784260, 72.321528, 388.029396], [147.143774, 158.365608, 166.216205, 178.691460, 349.693195], [265.315161, 269.574418, 273.930987, 281.835222, 1446.589195], [391.728233, 401.933066, 421.891180, 448.006872, 1878.387279]]
### 6
fourier: [[423.314759, 430.534209, 444.210894, 476.289100, 1988.563282], [280.394341, 281.588225, 291.595387, 310.280536, 1347.330150], [37.102108, 38.408454, 42.302954, 42.736841, 49.296682], [201.384062, 202.234932, 202.911372, 209.643528, 1049.006527], [291.250298, 293.236467, 294.936966, 307.378091, 1477.151971], [293.493524, 295.269276, 306.948370, 325.934647, 1377.059972], [61.589800, 62.467080, 63.070205, 64.357947, 364.131616], [676.079709, 692.248193, 718.148622, 774.107936, 3242.523246], [117.323653, 118.252546, 119.233144, 122.071947, 643.202345], [306.154868, 306.199212, 312.668534, 328.587467, 1531.518907], [756.897209, 772.023023, 807.729902, 869.841807, 3573.434916], [354.987546, 355.064376, 356.830099, 374.264697, 1840.284445], [26.670999, 26.722416, 27.803533, 28.621996, 200.151801], [471.259805, 481.653574, 500.571590, 538.383288, 2252.273784], [195.918270, 199.138258, 199.728427, 208.608147, 1000.780090]]
### 8
fourier: [[331.940100, 335.105739, 335.463489, 351.706432, 1633.195899], [261.332910, 262.335374, 265.545574, 280.541358, 1268.438093], [150.923568, 156.412336, 165.440620, 180.320904, 640.885709], [1021.158808, 1023.796104, 1045.883562, 1110.736659, 4907.735792], [285.027797, 290.656539, 302.543504, 325.730931, 1324.252521], [202.680578, 207.015105, 214.468203, 231.037865, 914.492232], [74.667724, 75.716081, 78.112762, 84.553841, 317.467749], [108.502820, 111.921490, 119.914612, 131.260296, 479.731174], [197.786173, 201.295771, 209.730765, 225.368965, 904.144817], [199.242345, 204.734081, 213.609729, 231.452513, 898.256658], [458.270364, 459.528730, 465.911952, 492.031051, 2227.071688], [211.966990, 219.497508, 229.423320, 250.093471, 989.316348], [355.503175, 362.901913, 378.233487, 408.018553, 1649.484382], [509.971800, 518.312742, 535.012325, 574.753529, 2406.319889], [444.546991, 453.941213, 470.341897, 507.376223, 2084.495770]]
### 10
fourier: [[166.176406, 173.312555, 181.237237, 201.195586, 753.619984], [220.927450, 221.791437, 225.552150, 236.904078, 1075.323035], [55.884101, 56.213554, 57.890057, 61.808535, 288.914550], [208.109173, 208.181366, 213.664954, 225.075851, 1008.236144], [110.350599, 111.042504, 113.484874, 118.542205, 544.341069], [434.231294, 441.128549, 456.864958, 491.294282, 2023.864858], [172.524468, 173.228026, 178.325252, 184.991443, 854.605789], [178.001778, 178.807154, 184.441298, 193.967686, 847.745441], [344.125714, 349.419070, 361.351154, 388.829658, 1603.904619], [227.395084, 228.299134, 233.232269, 243.859935, 1118.762303], [192.533625, 195.483410, 202.502006, 217.185714, 894.531956], [219.138906, 219.411567, 225.368014, 236.674329, 1070.462840], [242.817097, 245.722965, 253.609057, 271.538355, 1125.880945], [166.500321, 167.853429, 170.940240, 177.037077, 810.909521], [223.584049, 230.617022, 240.800213, 263.514073, 1015.821986]]
### 12
fourier: [[270.741738, 272.301669, 281.157459, 298.589936, 1286.767368], [227.869951, 229.237940, 236.476275, 251.349704, 1078.113338], [229.660148, 231.036876, 238.272964, 253.238531, 1061.178794], [54.573900, 54.844069, 56.637119, 60.217528, 265.840182], [8.357401, 8.414655, 8.563411, 9.337303, 58.950412], [257.109853, 258.656025, 266.925693, 283.539876, 1229.264842], [162.279884, 163.270850, 168.434635, 178.963762, 779.577362], [228.367324, 229.734575, 236.904375, 251.892199, 1051.689911], [226.805460, 228.090051, 235.357657, 249.977828, 1049.977905], [87.571880, 88.066764, 90.864339, 96.442151, 388.517703], [139.677890, 140.581373, 145.051414, 154.175751, 647.156606], [18.970180, 19.140847, 19.737580, 20.997908, 106.615855], [306.768199, 308.544185, 318.342099, 338.252371, 1464.301344], [95.223089, 95.771336, 98.871881, 104.980826, 459.285399], [357.183665, 359.225271, 370.651526, 393.838222, 1686.287491]]
### 14
fourier: [[51.156832, 51.382259, 53.053568, 56.085641, 244.114337], [194.719184, 195.750143, 202.012602, 214.233790, 950.121379], [22.975178, 23.102681, 23.863223, 25.263580, 112.106325], [44.948529, 45.231466, 46.702583, 49.677369, 232.779992], [189.635081, 190.628421, 196.736550, 208.553131, 927.458636], [48.217622, 48.481193, 50.048316, 53.080611, 234.221319], [210.544201, 211.554885, 218.380007, 231.228133, 984.187693], [152.496424, 153.245969, 158.186235, 167.593120, 678.754653], [32.541347, 32.770319, 33.804669, 35.985802, 158.961222], [109.877990, 110.473891, 113.968463, 121.004617, 494.371605], [151.309768, 152.102143, 156.945564, 166.414733, 677.747340], [278.810220, 280.093972, 289.136923, 305.967936, 1213.399167], [285.394447, 286.866911, 296.043688, 313.843282, 1297.031437], [62.290429, 62.642489, 64.630240, 68.642366, 276.534530], [175.948395, 176.867143, 182.520506, 193.462483, 856.959748]]
### 16
fourier: [[91.877163, 92.373259, 94.845178, 102.568450, 354.399391]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.819830, 27.114837, 29.854896, 38.180321, 40.349852], [29.577209, 29.627228, 30.748433, 31.286302, 89.489015], [30.405541, 31.440102, 32.541636, 33.592512, 111.846973], [42.934069, 43.633855, 47.541611, 53.667363, 189.312143], [51.538004, 52.204123, 58.927689, 62.126567, 411.445529], [44.004691, 44.649784, 47.698460, 49.976914, 50.965395], [33.275902, 36.979443, 37.523108, 40.648229, 65.867158], [29.366202, 29.601162, 30.383917, 31.748867, 102.334183], [42.829111, 43.826332, 44.144064, 47.077497, 166.399767], [33.500530, 35.958718, 37.788997, 40.398672, 66.854168], [18.604493, 22.605750, 25.728644, 26.968528, 87.055151], [29.479229, 32.383283, 34.216702, 35.036012, 48.361390], [34.328910, 40.252131, 40.317780, 43.256476, 217.375352], [38.031699, 38.447310, 39.425975, 43.094767, 172.131499], [27.172791, 27.538248, 34.471895, 38.663722, 241.261850]]
### 2
fourier: [[28.517242, 30.159285, 30.280040, 31.491630, 210.362740], [36.134812, 37.262861, 37.890796, 40.860222, 333.981868], [23.051876, 24.589523, 29.401700, 30.265636, 262.883086], [150.551170, 157.172214, 160.958739, 170.627350, 779.876189], [47.231353, 48.876997, 54.309145, 61.243843, 316.691324], [46.240609, 53.427743, 57.091007, 62.880813, 432.447317], [30.934675, 32.833430, 39.714137, 42.268567, 143.635671], [27.600016, 31.848617, 32.351092, 34.645279, 215.962601], [41.020294, 41.551288, 43.768486, 44.459266, 272.249832], [149.055418, 152.506067, 158.368506, 162.069346, 884.314274], [57.741548, 58.408522, 58.810386, 64.557550, 250.141231], [41.869280, 47.044244, 47.113469, 52.393715, 155.840436], [31.610159, 32.036614, 36.360346, 39.970344, 248.607765], [34.432554, 34.913769, 36.016448, 37.956628, 186.651944], [129.600012, 135.325164, 136.621606, 142.214156, 666.697730]]
### 4
fourier: [[56.239367, 59.792909, 63.764112, 66.236023, 497.238702], [316.658358, 324.931294, 327.967376, 345.682789, 1612.193719], [104.330979, 105.402731, 115.539773, 124.854357, 445.512992], [39.117265, 40.175429, 40.992310, 44.911872, 267.647036], [49.456955, 59.544110, 62.878485, 65.779982, 510.585419], [191.940088, 192.097812, 210.946796, 225.164112, 852.336161], [353.001929, 360.150678, 381.153043, 404.931870, 1703.883691], [305.134724, 311.335458, 320.979125, 338.829820, 1523.532062], [59.762512, 60.075371, 60.108187, 62.444335, 362.054490], [33.499779, 34.308489, 35.615368, 37.081787, 245.550779], [96.170844, 98.666287, 110.223703, 114.135037, 120.122674], [67.710825, 67.892568, 70.784260, 72.321528, 388.029396], [147.143774, 158.365608, 166.216205, 178.691460, 349.693195], [265.315161, 269.574418, 273.930987, 281.835222, 1446.589195], [391.728233, 401.933066, 421.891180, 448.006872, 1878.387279]]
### 6
fourier: [[423.314759, 430.534209, 444.210894, 476.289100, 1988.563282], [280.394341, 281.588225, 291.595387, 310.280536, 1347.330150], [37.102108, 38.408454, 42.302954, 42.736841, 49.296682], [201.384062, 202.234932, 202.911372, 209.643528, 1049.006527], [291.250298, 293.236467, 294.936966, 307.378091, 1477.151971], [293.493524, 295.269276, 306.948370, 325.934647, 1377.059972], [61.589800, 62.467080, 63.070205, 64.357947, 364.131616], [676.079709, 692.248193, 718.148622, 774.107936, 3242.523246], [117.323653, 118.252546, 119.233144, 122.071947, 643.202345], [306.154868, 306.199212, 312.668534, 328.587467, 1531.518907], [756.897209, 772.023023, 807.729902, 869.841807, 3573.434916], [354.987546, 355.064376, 356.830099, 374.264697, 1840.284445], [26.670999, 26.722416, 27.803533, 28.621996, 200.151801], [471.259805, 481.653574, 500.571590, 538.383288, 2252.273784], [195.918270, 199.138258, 199.728427, 208.608147, 1000.780090]]
### 8
fourier: [[331.940100, 335.105739, 335.463489, 351.706432, 1633.195899], [261.332910, 262.335374, 265.545574, 280.541358, 1268.438093], [150.923568, 156.412336, 165.440620, 180.320904, 640.885709], [1021.158808, 1023.796104, 1045.883562, 1110.736659, 4907.735792], [285.027797, 290.656539, 302.543504, 325.730931, 1324.252521], [202.680578, 207.015105, 214.468203, 231.037865, 914.492232], [74.667724, 75.716081, 78.112762, 84.553841, 317.467749], [108.502820, 111.921490, 119.914612, 131.260296, 479.731174], [197.786173, 201.295771, 209.730765, 225.368965, 904.144817], [199.242345, 204.734081, 213.609729, 231.452513, 898.256658], [458.270364, 459.528730, 465.911952, 492.031051, 2227.071688], [211.966990, 219.497508, 229.423320, 250.093471, 989.316348], [355.503175, 362.901913, 378.233487, 408.018553, 1649.484382], [509.971800, 518.312742, 535.012325, 574.753529, 2406.319889], [444.546991, 453.941213, 470.341897, 507.376223, 2084.495770]]
### 10
fourier: [[166.176406, 173.312555, 181.237237, 201.195586, 753.619984], [220.927450, 221.791437, 225.552150, 236.904078, 1075.323035], [55.884101, 56.213554, 57.890057, 61.808535, 288.914550], [208.109173, 208.181366, 213.664954, 225.075851, 1008.236144], [110.350599, 111.042504, 113.484874, 118.542205, 544.341069], [434.231294, 441.128549, 456.864958, 491.294282, 2023.864858], [172.524468, 173.228026, 178.325252, 184.991443, 854.605789], [178.001778, 178.807154, 184.441298, 193.967686, 847.745441], [344.125714, 349.419070, 361.351154, 388.829658, 1603.904619], [227.395084, 228.299134, 233.232269, 243.859935, 1118.762303], [192.533625, 195.483410, 202.502006, 217.185714, 894.531956], [219.138906, 219.411567, 225.368014, 236.674329, 1070.462840], [242.817097, 245.722965, 253.609057, 271.538355, 1125.880945], [166.500321, 167.853429, 170.940240, 177.037077, 810.909521], [223.584049, 230.617022, 240.800213, 263.514073, 1015.821986]]
### 12
fourier: [[270.741738, 272.301669, 281.157459, 298.589936, 1286.767368], [227.869951, 229.237940, 236.476275, 251.349704, 1078.113338], [229.660148, 231.036876, 238.272964, 253.238531, 1061.178794], [54.573900, 54.844069, 56.637119, 60.217528, 265.840182], [8.357401, 8.414655, 8.563411, 9.337303, 58.950412], [257.109853, 258.656025, 266.925693, 283.539876, 1229.264842], [162.279884, 163.270850, 168.434635, 178.963762, 779.577362], [228.367324, 229.734575, 236.904375, 251.892199, 1051.689911], [226.805460, 228.090051, 235.357657, 249.977828, 1049.977905], [87.571880, 88.066764, 90.864339, 96.442151, 388.517703], [139.677890, 140.581373, 145.051414, 154.175751, 647.156606], [18.970180, 19.140847, 19.737580, 20.997908, 106.615855], [306.768199, 308.544185, 318.342099, 338.252371, 1464.301344], [95.223089, 95.771336, 98.871881, 104.980826, 459.285399], [357.183665, 359.225271, 370.651526, 393.838222, 1686.287491]]
### 14
fourier: [[51.156832, 51.382259, 53.053568, 56.085641, 244.114337], [194.719184, 195.750143, 202.012602, 214.233790, 950.121379], [22.975178, 23.102681, 23.863223, 25.263580, 112.106325], [44.948529, 45.231466, 46.702583, 49.677369, 232.779992], [189.635081, 190.628421, 196.736550, 208.553131, 927.458636], [48.217622, 48.481193, 50.048316, 53.080611, 234.221319], [210.544201, 211.554885, 218.380007, 231.228133, 984.187693], [152.496424, 153.245969, 158.186235, 167.593120, 678.754653], [32.541347, 32.770319, 33.804669, 35.985802, 158.961222], [109.877990, 110.473891, 113.968463, 121.004617, 494.371605], [151.309768, 152.102143, 156.945564, 166.414733, 677.747340], [278.810220, 280.093972, 289.136923, 305.967936, 1213.399167], [285.394447, 286.866911, 296.043688, 313.843282, 1297.031437], [62.290429, 62.642489, 64.630240, 68.642366, 276.534530], [175.948395, 176.867143, 182.520506, 193.462483, 856.959748]]
### 16
fourier: [[91.877163, 92.373259, 94.845178, 102.568450, 354.399391]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6901533603668213, "train_acc": 0.465, "val_loss": 0.7742723226547241, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6648424863815308, "train_acc": 0.585, "val_loss": 0.7311230301856995, "val_acc": 0.4}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.5957886278629303, "train_acc": 0.525, "val_loss": 1.1290870904922485, "val_acc": 0.4}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6637421399354935, "train_acc": 0.63, "val_loss": 0.597533643245697, "val_acc": 0.76}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5086504518985748, "train_acc": 0.75, "val_loss": 0.586932897567749, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.4978507161140442, "train_acc": 0.755, "val_loss": 0.6070050597190857, "val_acc": 0.68}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.48368416726589203, "train_acc": 0.77, "val_loss": 0.5299208164215088, "val_acc": 0.76}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.45773351192474365, "train_acc": 0.8, "val_loss": 0.5226224660873413, "val_acc": 0.76}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.4563260078430176, "train_acc": 0.77, "val_loss": 0.4555003345012665, "val_acc": 0.84}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.3916216045618057, "train_acc": 0.82, "val_loss": 0.4658401608467102, "val_acc": 0.86}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.40679870545864105, "train_acc": 0.84, "val_loss": 0.5422053337097168, "val_acc": 0.8}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.36535443365573883, "train_acc": 0.845, "val_loss": 0.35822319984436035, "val_acc": 0.88}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.7742723226547241, "final_val_loss": 0.7311230301856995, "initial_val_acc": 0.4, "final_val_acc": 0.4, "best_val_acc": 0.4}, "improved_stage": {"initial_val_loss": 1.1290870904922485, "final_val_loss": 0.35822319984436035, "initial_val_acc": 0.4, "final_val_acc": 0.88, "best_val_acc": 0.88, "best_epoch": 11}, "improvement": 0.48, "first_improvement_epoch": 1}}
|
9,916
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.58, "improved_accuracy": 0.92, "improvement": 0.3400000000000001, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 5712, "learning_rate": 0.08333857423876403, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[30.419341, 33.297540, 33.762643, 37.637093, 58.211055], [37.406049, 38.750346, 46.583125, 48.119698, 333.038232], [40.722963, 49.239312, 53.284364, 54.900092, 318.316203], [45.580210, 46.500428, 46.544557, 53.169294, 155.382774], [33.676217, 39.407334, 40.681780, 43.959994, 145.500374], [35.647546, 39.013136, 41.064497, 47.064933, 49.147184], [23.339449, 24.290762, 25.457349, 25.663226, 33.324481], [38.373412, 39.815459, 40.358741, 42.182276, 49.563902], [42.422752, 43.540164, 44.322123, 44.711812, 106.157628], [34.230150, 40.172036, 40.215768, 46.539396, 117.016914]]
### 2
fourier: [[40.798352, 40.990868, 50.580836, 51.046278, 242.968128], [13.647620, 14.615870, 15.337429, 17.586164, 91.474003], [71.660558, 93.106632, 96.735591, 100.514229, 300.831204], [56.396933, 56.602417, 57.805461, 58.841728, 65.786243], [11.796802, 13.144538, 13.331000, 16.841072, 86.604336], [40.098306, 40.839649, 43.396432, 45.153082, 53.148696], [15.888757, 15.993284, 17.644246, 20.273117, 120.035807], [8.653160, 11.391346, 13.754791, 15.301880, 35.988139], [18.899497, 20.566877, 21.907283, 22.054710, 162.302692], [36.117619, 42.237491, 50.703782, 52.383883, 176.214296]]
### 4
fourier: [[88.786283, 110.470700, 119.401484, 129.925525, 430.268798], [76.247300, 100.141512, 102.761079, 109.344687, 371.689063], [127.286499, 148.050815, 163.021584, 177.797730, 595.279523], [3.931865, 4.135669, 4.438444, 5.332196, 59.775084], [64.463410, 73.255352, 78.696101, 86.175334, 381.994314], [54.683711, 57.139441, 59.129346, 66.088737, 163.011965], [123.523371, 144.895941, 161.605909, 176.868651, 574.196134], [29.733301, 29.932964, 32.166289, 42.316621, 248.256297], [31.925804, 33.122366, 38.389492, 45.758228, 230.638265], [123.025831, 148.628954, 160.197750, 172.328968, 539.957562]]
### 6
fourier: [[145.177938, 172.229849, 181.616588, 201.527328, 750.728305], [220.589880, 258.392233, 276.937409, 308.414927, 1026.435745], [155.191239, 191.032585, 197.265600, 218.489957, 795.544854], [186.353903, 219.820902, 234.451834, 261.160976, 848.117189], [55.986727, 64.716640, 69.965457, 78.157740, 291.914081], [120.300840, 144.767492, 152.085489, 169.260627, 550.149959], [151.677520, 181.242896, 190.821771, 211.411408, 722.997826], [163.920095, 194.152276, 206.309851, 229.743563, 736.000507], [219.184962, 260.345642, 276.318955, 307.216871, 1039.870577], [165.816085, 197.206618, 208.845722, 232.078390, 775.166968]]
### 8
fourier: [[105.430259, 123.079251, 130.901312, 146.831877, 517.551678], [302.247509, 356.090407, 374.427528, 420.711806, 1405.801221], [232.073847, 274.215788, 288.868807, 323.620635, 1089.583695], [458.580131, 540.081008, 571.481995, 639.643236, 2114.509618], [33.951754, 40.312684, 42.305330, 47.405987, 109.268927], [368.492687, 434.968843, 458.090058, 513.641691, 1752.527300], [92.611542, 108.786633, 116.192322, 129.434698, 421.350088], [416.868295, 490.506837, 519.137655, 581.355770, 1942.667799], [282.968611, 333.233815, 353.145435, 394.909878, 1311.081750], [202.135816, 238.235937, 250.784034, 281.548811, 921.721483]]
### 10
fourier: [[471.160643, 554.164942, 585.732767, 656.529226, 2133.289799], [28.764275, 33.703235, 35.410690, 39.961825, 137.290931], [260.034424, 306.602984, 325.292310, 363.275658, 1188.554094], [442.318912, 518.838096, 546.470989, 614.788248, 2108.187990], [350.338969, 412.740284, 437.304475, 488.946631, 1510.420845], [80.902213, 94.730942, 99.580277, 112.262459, 393.428560], [84.001996, 98.241005, 102.524697, 116.148309, 410.687345], [174.858989, 205.360371, 216.546061, 243.261500, 840.741723], [311.823468, 367.756416, 389.822966, 435.540209, 1414.077753], [538.320433, 632.848500, 668.947254, 749.954935, 2494.416495]]
### 12
fourier: [[105.331207, 123.314723, 128.619761, 145.825025, 526.191453], [256.232296, 302.405389, 323.728677, 359.219748, 1006.175725], [487.131758, 571.338999, 600.773344, 676.732045, 2243.983285], [759.781903, 891.658092, 938.616264, 1056.236338, 3520.889162], [631.938200, 741.374330, 779.852956, 878.151975, 2919.449359], [122.356078, 143.084363, 149.568273, 169.414403, 597.874582], [475.093436, 559.114921, 593.426800, 663.141429, 2164.240033], [233.522995, 273.884438, 287.692564, 324.322020, 1096.450076], [502.228250, 589.967134, 622.611577, 699.074930, 2343.944045], [803.358396, 944.390339, 998.695501, 1119.434156, 3711.343609]]
### 14
fourier: [[190.000214, 228.430914, 255.832602, 273.417388, 729.747363], [179.333275, 208.531079, 215.219935, 246.532629, 866.115734], [25.684756, 29.934669, 30.666658, 37.499185, 39.527968], [110.359800, 128.365078, 132.231974, 151.631556, 526.335363], [110.848534, 128.910232, 133.266038, 152.482976, 520.435316], [29.648189, 31.291893, 34.207896, 39.536020, 195.876639], [42.199685, 42.349377, 51.892769, 55.544260, 61.684026], [81.427957, 91.397165, 92.896857, 109.153032, 460.405791], [2.564585, 2.699899, 3.383784, 4.179591, 29.006052], [214.663678, 256.128701, 281.382724, 305.556351, 897.696803]]
### 16
fourier: [[84.454226, 100.912158, 110.716986, 120.251601, 268.687489]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[30.419341, 33.297540, 33.762643, 37.637093, 58.211055], [37.406049, 38.750346, 46.583125, 48.119698, 333.038232], [40.722963, 49.239312, 53.284364, 54.900092, 318.316203], [45.580210, 46.500428, 46.544557, 53.169294, 155.382774], [33.676217, 39.407334, 40.681780, 43.959994, 145.500374], [35.647546, 39.013136, 41.064497, 47.064933, 49.147184], [23.339449, 24.290762, 25.457349, 25.663226, 33.324481], [38.373412, 39.815459, 40.358741, 42.182276, 49.563902], [42.422752, 43.540164, 44.322123, 44.711812, 106.157628], [34.230150, 40.172036, 40.215768, 46.539396, 117.016914]]
### 2
fourier: [[40.798352, 40.990868, 50.580836, 51.046278, 242.968128], [13.647620, 14.615870, 15.337429, 17.586164, 91.474003], [71.660558, 93.106632, 96.735591, 100.514229, 300.831204], [56.396933, 56.602417, 57.805461, 58.841728, 65.786243], [11.796802, 13.144538, 13.331000, 16.841072, 86.604336], [40.098306, 40.839649, 43.396432, 45.153082, 53.148696], [15.888757, 15.993284, 17.644246, 20.273117, 120.035807], [8.653160, 11.391346, 13.754791, 15.301880, 35.988139], [18.899497, 20.566877, 21.907283, 22.054710, 162.302692], [36.117619, 42.237491, 50.703782, 52.383883, 176.214296]]
### 4
fourier: [[88.786283, 110.470700, 119.401484, 129.925525, 430.268798], [76.247300, 100.141512, 102.761079, 109.344687, 371.689063], [127.286499, 148.050815, 163.021584, 177.797730, 595.279523], [3.931865, 4.135669, 4.438444, 5.332196, 59.775084], [64.463410, 73.255352, 78.696101, 86.175334, 381.994314], [54.683711, 57.139441, 59.129346, 66.088737, 163.011965], [123.523371, 144.895941, 161.605909, 176.868651, 574.196134], [29.733301, 29.932964, 32.166289, 42.316621, 248.256297], [31.925804, 33.122366, 38.389492, 45.758228, 230.638265], [123.025831, 148.628954, 160.197750, 172.328968, 539.957562]]
### 6
fourier: [[145.177938, 172.229849, 181.616588, 201.527328, 750.728305], [220.589880, 258.392233, 276.937409, 308.414927, 1026.435745], [155.191239, 191.032585, 197.265600, 218.489957, 795.544854], [186.353903, 219.820902, 234.451834, 261.160976, 848.117189], [55.986727, 64.716640, 69.965457, 78.157740, 291.914081], [120.300840, 144.767492, 152.085489, 169.260627, 550.149959], [151.677520, 181.242896, 190.821771, 211.411408, 722.997826], [163.920095, 194.152276, 206.309851, 229.743563, 736.000507], [219.184962, 260.345642, 276.318955, 307.216871, 1039.870577], [165.816085, 197.206618, 208.845722, 232.078390, 775.166968]]
### 8
fourier: [[105.430259, 123.079251, 130.901312, 146.831877, 517.551678], [302.247509, 356.090407, 374.427528, 420.711806, 1405.801221], [232.073847, 274.215788, 288.868807, 323.620635, 1089.583695], [458.580131, 540.081008, 571.481995, 639.643236, 2114.509618], [33.951754, 40.312684, 42.305330, 47.405987, 109.268927], [368.492687, 434.968843, 458.090058, 513.641691, 1752.527300], [92.611542, 108.786633, 116.192322, 129.434698, 421.350088], [416.868295, 490.506837, 519.137655, 581.355770, 1942.667799], [282.968611, 333.233815, 353.145435, 394.909878, 1311.081750], [202.135816, 238.235937, 250.784034, 281.548811, 921.721483]]
### 10
fourier: [[471.160643, 554.164942, 585.732767, 656.529226, 2133.289799], [28.764275, 33.703235, 35.410690, 39.961825, 137.290931], [260.034424, 306.602984, 325.292310, 363.275658, 1188.554094], [442.318912, 518.838096, 546.470989, 614.788248, 2108.187990], [350.338969, 412.740284, 437.304475, 488.946631, 1510.420845], [80.902213, 94.730942, 99.580277, 112.262459, 393.428560], [84.001996, 98.241005, 102.524697, 116.148309, 410.687345], [174.858989, 205.360371, 216.546061, 243.261500, 840.741723], [311.823468, 367.756416, 389.822966, 435.540209, 1414.077753], [538.320433, 632.848500, 668.947254, 749.954935, 2494.416495]]
### 12
fourier: [[105.331207, 123.314723, 128.619761, 145.825025, 526.191453], [256.232296, 302.405389, 323.728677, 359.219748, 1006.175725], [487.131758, 571.338999, 600.773344, 676.732045, 2243.983285], [759.781903, 891.658092, 938.616264, 1056.236338, 3520.889162], [631.938200, 741.374330, 779.852956, 878.151975, 2919.449359], [122.356078, 143.084363, 149.568273, 169.414403, 597.874582], [475.093436, 559.114921, 593.426800, 663.141429, 2164.240033], [233.522995, 273.884438, 287.692564, 324.322020, 1096.450076], [502.228250, 589.967134, 622.611577, 699.074930, 2343.944045], [803.358396, 944.390339, 998.695501, 1119.434156, 3711.343609]]
### 14
fourier: [[190.000214, 228.430914, 255.832602, 273.417388, 729.747363], [179.333275, 208.531079, 215.219935, 246.532629, 866.115734], [25.684756, 29.934669, 30.666658, 37.499185, 39.527968], [110.359800, 128.365078, 132.231974, 151.631556, 526.335363], [110.848534, 128.910232, 133.266038, 152.482976, 520.435316], [29.648189, 31.291893, 34.207896, 39.536020, 195.876639], [42.199685, 42.349377, 51.892769, 55.544260, 61.684026], [81.427957, 91.397165, 92.896857, 109.153032, 460.405791], [2.564585, 2.699899, 3.383784, 4.179591, 29.006052], [214.663678, 256.128701, 281.382724, 305.556351, 897.696803]]
### 16
fourier: [[84.454226, 100.912158, 110.716986, 120.251601, 268.687489]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7049591541290283, "train_acc": 0.465, "val_loss": 0.6692274212837219, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7808791995048523, "train_acc": 0.565, "val_loss": 0.6303313374519348, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.701985239982605, "train_acc": 0.48, "val_loss": 0.5780571103096008, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6067384481430054, "train_acc": 0.795, "val_loss": 0.6454734802246094, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5936576426029205, "train_acc": 0.745, "val_loss": 0.4665394723415375, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.4448377341032028, "train_acc": 0.82, "val_loss": 0.48385488986968994, "val_acc": 0.8}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.40550844371318817, "train_acc": 0.87, "val_loss": 0.5532686710357666, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.40828195214271545, "train_acc": 0.89, "val_loss": 0.369953989982605, "val_acc": 0.88}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.3206949979066849, "train_acc": 0.895, "val_loss": 0.2818498909473419, "val_acc": 0.86}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.2829468995332718, "train_acc": 0.915, "val_loss": 0.27383410930633545, "val_acc": 0.92}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.24833080172538757, "train_acc": 0.92, "val_loss": 0.35308128595352173, "val_acc": 0.86}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.26517635583877563, "train_acc": 0.895, "val_loss": 0.2400667518377304, "val_acc": 0.92}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.6692274212837219, "final_val_loss": 0.6303313374519348, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 0.5780571103096008, "final_val_loss": 0.2400667518377304, "initial_val_acc": 0.8, "final_val_acc": 0.92, "best_val_acc": 0.92, "best_epoch": 9}, "improvement": 0.3400000000000001, "first_improvement_epoch": 1}}
|
9,917
|
{"target_pattern": "alternating", "degraded_accuracy": 0.5, "improved_accuracy": 0.96, "improvement": 0.45999999999999996, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4607, "learning_rate": 0.0372451118889409, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "alternating", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["alternating"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[24.721525, 29.538294, 30.382383, 30.490927, 157.945886], [14.798950, 16.298701, 17.132318, 17.897477, 39.991898], [20.224447, 22.235369, 26.895827, 28.408428, 180.982722], [36.897788, 37.190760, 37.233443, 46.226153, 108.918299], [22.141539, 22.689386, 24.025741, 28.885840, 216.821773], [25.348992, 26.632644, 29.070549, 37.530052, 67.732558], [18.457482, 18.700134, 20.087598, 21.360216, 37.307377], [15.563760, 17.086124, 17.688681, 17.790780, 19.682398], [20.308046, 21.978527, 21.981268, 24.673620, 28.147048], [25.376609, 25.496044, 26.904751, 30.145085, 139.691544], [18.001723, 19.203581, 19.606950, 22.484147, 50.813215]]
### 2
fourier: [[14.851229, 15.584346, 17.234316, 20.385463, 148.997024], [6.320934, 6.426826, 6.649892, 6.734133, 6.955196], [20.794344, 22.133904, 22.407624, 23.728772, 141.265532], [8.505742, 8.761888, 9.018949, 9.682524, 61.392424], [7.848600, 8.067245, 8.706514, 9.526893, 46.095112], [12.092948, 12.256840, 13.473991, 17.339552, 52.049531], [18.940457, 20.152372, 20.489744, 21.466178, 56.970175], [11.903063, 12.015704, 14.621797, 16.113678, 63.563858], [9.054891, 9.299992, 9.854067, 11.810363, 70.007007], [15.281604, 15.683528, 15.993062, 19.217141, 40.384861], [14.338712, 14.477333, 15.101965, 15.430013, 126.825306]]
### 4
fourier: [[19.013462, 19.573537, 19.578302, 23.509728, 71.456608], [18.619760, 18.838822, 18.888799, 22.516720, 83.470108], [7.050274, 7.356867, 7.655874, 9.534048, 95.541952], [15.574653, 17.958816, 18.123606, 18.876388, 25.540485], [15.343181, 15.935188, 16.050141, 16.214478, 117.307062], [19.799191, 20.583781, 21.153699, 21.690059, 27.341881], [15.703400, 16.153839, 16.370858, 23.224631, 35.436667], [10.641170, 10.692174, 11.194590, 12.119525, 69.874609], [5.640370, 6.152383, 6.310836, 7.206031, 32.685009], [29.265991, 30.940251, 31.870814, 37.751677, 134.392472], [7.578942, 8.008030, 8.125051, 11.420294, 42.249795]]
### 6
fourier: [[3.313595, 3.393753, 3.538320, 4.489253, 26.892394], [28.975224, 29.688530, 30.838121, 36.456316, 105.951366], [8.287082, 8.405160, 8.666793, 10.368232, 40.727960], [32.258762, 36.319471, 36.370802, 39.946847, 46.502116], [4.913228, 5.154321, 5.811641, 6.072700, 69.295354], [28.123286, 28.607927, 30.729421, 35.350756, 104.011051], [6.326923, 6.949180, 7.085914, 8.583867, 91.334718], [25.294210, 26.636346, 26.878155, 30.353943, 33.773048], [1.574686, 1.704548, 1.785371, 2.107897, 46.245424], [24.585906, 26.004842, 28.334816, 31.860408, 76.233885], [10.837830, 11.335584, 11.551886, 13.330488, 95.939270]]
### 8
fourier: [[7.715196, 8.399375, 9.114224, 9.634271, 65.572292], [36.231455, 39.779670, 41.349141, 41.641801, 124.405180], [4.757116, 5.160776, 5.253971, 7.647444, 69.872822], [23.555167, 23.771489, 27.098309, 29.117138, 46.677571], [30.242775, 30.719136, 34.609632, 37.634472, 55.374853], [32.637841, 33.256688, 36.026484, 40.294454, 99.509529], [32.904075, 33.849508, 35.451245, 40.353836, 102.057997], [4.919112, 5.187856, 5.386568, 6.495742, 65.077956], [11.854885, 13.640033, 14.449563, 16.312236, 126.455652], [13.957507, 14.474359, 14.702778, 17.076867, 40.955757], [34.867210, 35.159149, 40.006087, 43.183432, 58.449722]]
### 10
fourier: [[6.254416, 6.747288, 6.965496, 9.209487, 91.956228], [3.571081, 3.602979, 3.861863, 3.996277, 7.467959], [4.832871, 5.224690, 5.266934, 7.360170, 77.998303], [22.181143, 23.038973, 24.312453, 24.584180, 147.468309], [62.739202, 63.056311, 66.237544, 72.438391, 202.768430], [10.983321, 11.604980, 12.036583, 15.523421, 145.043432], [50.696673, 50.909744, 53.567804, 58.919754, 166.228650], [40.791614, 40.961394, 43.156872, 46.996365, 102.872380], [50.326581, 50.422259, 52.396414, 57.974799, 178.240026], [27.806737, 27.998928, 29.141238, 31.738142, 32.748118], [18.435690, 18.640003, 19.631861, 20.137823, 72.468311]]
### 12
fourier: [[10.606728, 10.780765, 11.848383, 12.376274, 75.598686], [22.669531, 23.556366, 23.643790, 25.593003, 156.246561], [60.935349, 61.289000, 63.787283, 68.574715, 208.056293], [20.662941, 21.129262, 21.167377, 23.074418, 123.397795], [13.690846, 15.102052, 15.204672, 15.517881, 15.525640], [37.693856, 38.281014, 38.612155, 41.458106, 240.277523], [51.463032, 51.758998, 51.826103, 57.097172, 234.267781], [6.443743, 6.613123, 6.982653, 7.257193, 58.713605], [22.171718, 22.238527, 22.770111, 24.312687, 25.243198], [18.858987, 19.066932, 20.259580, 21.173644, 24.676246], [34.997787, 35.479307, 35.543813, 38.986577, 201.020041]]
### 14
fourier: [[32.422469, 32.535874, 32.671559, 35.759066, 156.586025], [10.311858, 10.339618, 10.365923, 11.336424, 69.253445], [21.260782, 21.356041, 21.391442, 22.669017, 23.852224], [3.921680, 4.257717, 4.295446, 5.919562, 70.847634], [49.865137, 50.106182, 51.053363, 55.278782, 194.707097], [22.945849, 23.048683, 23.066183, 25.288350, 88.978932], [17.076410, 17.505743, 17.518481, 18.952475, 116.357650], [22.219220, 22.323875, 23.871591, 25.459947, 36.751713], [35.333501, 35.447592, 36.062133, 38.666732, 146.747271], [21.562366, 21.684564, 22.906853, 23.733334, 57.318704], [17.394603, 17.762234, 18.736226, 19.367387, 19.856258]]
### 16
fourier: [[42.141665, 42.344496, 42.699098, 46.038995, 187.707097], [34.364133, 34.546943, 34.737731, 37.408220, 181.842665], [15.211811, 15.400385, 15.475179, 16.831186, 101.804363], [3.295343, 3.305646, 3.381353, 3.663965, 34.234408], [16.715198, 16.730588, 16.797805, 18.017990, 68.029551], [9.518149, 9.890391, 10.076151, 10.204382, 17.569885], [46.790491, 46.960334, 47.661681, 51.037564, 203.403480], [40.427791, 40.649126, 40.995453, 44.516432, 162.115767], [22.911752, 23.071500, 23.199359, 25.011044, 136.361325], [1.290036, 1.295364, 1.434119, 1.558769, 13.018179], [23.279275, 23.626595, 23.729349, 25.758763, 146.007687]]
### 18
fourier: [[19.490983, 19.592001, 19.592564, 21.209039, 85.941646], [6.257685, 6.273464, 6.377825, 6.920639, 31.838747], [25.462029, 25.606595, 25.683134, 27.779057, 114.962145], [48.579118, 48.720237, 48.822129, 52.772513, 245.173789], [16.138969, 16.157410, 16.240808, 17.581180, 83.298257], [42.358621, 42.442056, 42.530940, 46.021081, 209.707783], [17.400871, 17.419034, 17.556630, 19.009837, 81.442989], [5.996635, 6.078001, 6.093953, 6.673050, 58.310645], [34.132122, 34.167140, 34.292876, 36.949059, 163.927304], [25.461325, 25.549507, 25.631591, 27.648051, 118.431624], [24.162737, 24.192517, 24.269381, 26.250247, 136.073821]]
### 20
fourier: [[34.532885, 34.589616, 34.729748, 37.591996, 168.152943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
alternating
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[24.721525, 29.538294, 30.382383, 30.490927, 157.945886], [14.798950, 16.298701, 17.132318, 17.897477, 39.991898], [20.224447, 22.235369, 26.895827, 28.408428, 180.982722], [36.897788, 37.190760, 37.233443, 46.226153, 108.918299], [22.141539, 22.689386, 24.025741, 28.885840, 216.821773], [25.348992, 26.632644, 29.070549, 37.530052, 67.732558], [18.457482, 18.700134, 20.087598, 21.360216, 37.307377], [15.563760, 17.086124, 17.688681, 17.790780, 19.682398], [20.308046, 21.978527, 21.981268, 24.673620, 28.147048], [25.376609, 25.496044, 26.904751, 30.145085, 139.691544], [18.001723, 19.203581, 19.606950, 22.484147, 50.813215]]
### 2
fourier: [[14.851229, 15.584346, 17.234316, 20.385463, 148.997024], [6.320934, 6.426826, 6.649892, 6.734133, 6.955196], [20.794344, 22.133904, 22.407624, 23.728772, 141.265532], [8.505742, 8.761888, 9.018949, 9.682524, 61.392424], [7.848600, 8.067245, 8.706514, 9.526893, 46.095112], [12.092948, 12.256840, 13.473991, 17.339552, 52.049531], [18.940457, 20.152372, 20.489744, 21.466178, 56.970175], [11.903063, 12.015704, 14.621797, 16.113678, 63.563858], [9.054891, 9.299992, 9.854067, 11.810363, 70.007007], [15.281604, 15.683528, 15.993062, 19.217141, 40.384861], [14.338712, 14.477333, 15.101965, 15.430013, 126.825306]]
### 4
fourier: [[19.013462, 19.573537, 19.578302, 23.509728, 71.456608], [18.619760, 18.838822, 18.888799, 22.516720, 83.470108], [7.050274, 7.356867, 7.655874, 9.534048, 95.541952], [15.574653, 17.958816, 18.123606, 18.876388, 25.540485], [15.343181, 15.935188, 16.050141, 16.214478, 117.307062], [19.799191, 20.583781, 21.153699, 21.690059, 27.341881], [15.703400, 16.153839, 16.370858, 23.224631, 35.436667], [10.641170, 10.692174, 11.194590, 12.119525, 69.874609], [5.640370, 6.152383, 6.310836, 7.206031, 32.685009], [29.265991, 30.940251, 31.870814, 37.751677, 134.392472], [7.578942, 8.008030, 8.125051, 11.420294, 42.249795]]
### 6
fourier: [[3.313595, 3.393753, 3.538320, 4.489253, 26.892394], [28.975224, 29.688530, 30.838121, 36.456316, 105.951366], [8.287082, 8.405160, 8.666793, 10.368232, 40.727960], [32.258762, 36.319471, 36.370802, 39.946847, 46.502116], [4.913228, 5.154321, 5.811641, 6.072700, 69.295354], [28.123286, 28.607927, 30.729421, 35.350756, 104.011051], [6.326923, 6.949180, 7.085914, 8.583867, 91.334718], [25.294210, 26.636346, 26.878155, 30.353943, 33.773048], [1.574686, 1.704548, 1.785371, 2.107897, 46.245424], [24.585906, 26.004842, 28.334816, 31.860408, 76.233885], [10.837830, 11.335584, 11.551886, 13.330488, 95.939270]]
### 8
fourier: [[7.715196, 8.399375, 9.114224, 9.634271, 65.572292], [36.231455, 39.779670, 41.349141, 41.641801, 124.405180], [4.757116, 5.160776, 5.253971, 7.647444, 69.872822], [23.555167, 23.771489, 27.098309, 29.117138, 46.677571], [30.242775, 30.719136, 34.609632, 37.634472, 55.374853], [32.637841, 33.256688, 36.026484, 40.294454, 99.509529], [32.904075, 33.849508, 35.451245, 40.353836, 102.057997], [4.919112, 5.187856, 5.386568, 6.495742, 65.077956], [11.854885, 13.640033, 14.449563, 16.312236, 126.455652], [13.957507, 14.474359, 14.702778, 17.076867, 40.955757], [34.867210, 35.159149, 40.006087, 43.183432, 58.449722]]
### 10
fourier: [[6.254416, 6.747288, 6.965496, 9.209487, 91.956228], [3.571081, 3.602979, 3.861863, 3.996277, 7.467959], [4.832871, 5.224690, 5.266934, 7.360170, 77.998303], [22.181143, 23.038973, 24.312453, 24.584180, 147.468309], [62.739202, 63.056311, 66.237544, 72.438391, 202.768430], [10.983321, 11.604980, 12.036583, 15.523421, 145.043432], [50.696673, 50.909744, 53.567804, 58.919754, 166.228650], [40.791614, 40.961394, 43.156872, 46.996365, 102.872380], [50.326581, 50.422259, 52.396414, 57.974799, 178.240026], [27.806737, 27.998928, 29.141238, 31.738142, 32.748118], [18.435690, 18.640003, 19.631861, 20.137823, 72.468311]]
### 12
fourier: [[10.606728, 10.780765, 11.848383, 12.376274, 75.598686], [22.669531, 23.556366, 23.643790, 25.593003, 156.246561], [60.935349, 61.289000, 63.787283, 68.574715, 208.056293], [20.662941, 21.129262, 21.167377, 23.074418, 123.397795], [13.690846, 15.102052, 15.204672, 15.517881, 15.525640], [37.693856, 38.281014, 38.612155, 41.458106, 240.277523], [51.463032, 51.758998, 51.826103, 57.097172, 234.267781], [6.443743, 6.613123, 6.982653, 7.257193, 58.713605], [22.171718, 22.238527, 22.770111, 24.312687, 25.243198], [18.858987, 19.066932, 20.259580, 21.173644, 24.676246], [34.997787, 35.479307, 35.543813, 38.986577, 201.020041]]
### 14
fourier: [[32.422469, 32.535874, 32.671559, 35.759066, 156.586025], [10.311858, 10.339618, 10.365923, 11.336424, 69.253445], [21.260782, 21.356041, 21.391442, 22.669017, 23.852224], [3.921680, 4.257717, 4.295446, 5.919562, 70.847634], [49.865137, 50.106182, 51.053363, 55.278782, 194.707097], [22.945849, 23.048683, 23.066183, 25.288350, 88.978932], [17.076410, 17.505743, 17.518481, 18.952475, 116.357650], [22.219220, 22.323875, 23.871591, 25.459947, 36.751713], [35.333501, 35.447592, 36.062133, 38.666732, 146.747271], [21.562366, 21.684564, 22.906853, 23.733334, 57.318704], [17.394603, 17.762234, 18.736226, 19.367387, 19.856258]]
### 16
fourier: [[42.141665, 42.344496, 42.699098, 46.038995, 187.707097], [34.364133, 34.546943, 34.737731, 37.408220, 181.842665], [15.211811, 15.400385, 15.475179, 16.831186, 101.804363], [3.295343, 3.305646, 3.381353, 3.663965, 34.234408], [16.715198, 16.730588, 16.797805, 18.017990, 68.029551], [9.518149, 9.890391, 10.076151, 10.204382, 17.569885], [46.790491, 46.960334, 47.661681, 51.037564, 203.403480], [40.427791, 40.649126, 40.995453, 44.516432, 162.115767], [22.911752, 23.071500, 23.199359, 25.011044, 136.361325], [1.290036, 1.295364, 1.434119, 1.558769, 13.018179], [23.279275, 23.626595, 23.729349, 25.758763, 146.007687]]
### 18
fourier: [[19.490983, 19.592001, 19.592564, 21.209039, 85.941646], [6.257685, 6.273464, 6.377825, 6.920639, 31.838747], [25.462029, 25.606595, 25.683134, 27.779057, 114.962145], [48.579118, 48.720237, 48.822129, 52.772513, 245.173789], [16.138969, 16.157410, 16.240808, 17.581180, 83.298257], [42.358621, 42.442056, 42.530940, 46.021081, 209.707783], [17.400871, 17.419034, 17.556630, 19.009837, 81.442989], [5.996635, 6.078001, 6.093953, 6.673050, 58.310645], [34.132122, 34.167140, 34.292876, 36.949059, 163.927304], [25.461325, 25.549507, 25.631591, 27.648051, 118.431624], [24.162737, 24.192517, 24.269381, 26.250247, 136.073821]]
### 20
fourier: [[34.532885, 34.589616, 34.729748, 37.591996, 168.152943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
alternating
|
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[[-0.242579, 0.02559, -0.29289, -0.235465, -0.111518, -0.000607, -0.167677, -0.126531, -0.194322, 0.003621, 0.240332]], "network.20.bias": [0.024625]}}
|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6737813949584961, "train_acc": 0.585, "val_loss": 0.7202405333518982, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6800268292427063, "train_acc": 0.585, "val_loss": 0.7273110151290894, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6724497377872467, "train_acc": 0.585, "val_loss": 0.7129012942314148, "val_acc": 0.5}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6830875873565674, "train_acc": 0.585, "val_loss": 0.704581081867218, "val_acc": 0.5}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6691243052482605, "train_acc": 0.585, "val_loss": 0.6650910973548889, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.651727020740509, "train_acc": 0.5, "val_loss": 0.5499429106712341, "val_acc": 0.5}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.4989754557609558, "train_acc": 0.5, "val_loss": 0.4354117512702942, "val_acc": 0.96}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.37437567114830017, "train_acc": 0.97, "val_loss": 0.3510023355484009, "val_acc": 0.96}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.3500000238418579, "train_acc": 0.96, "val_loss": 0.32762566208839417, "val_acc": 0.94}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.5604562759399414, "train_acc": 0.955, "val_loss": 0.23063693940639496, "val_acc": 0.94}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.17425920814275742, "train_acc": 0.965, "val_loss": 0.35164543986320496, "val_acc": 0.86}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.46572380512952805, "train_acc": 0.875, "val_loss": 0.6098628044128418, "val_acc": 0.78}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.39820559322834015, "train_acc": 0.855, "val_loss": 0.4277612268924713, "val_acc": 0.78}], "summary": {"total_epochs": 13, "degraded_epochs": 5, "improved_epochs": 8, "patterns": ["alternating"], "degraded_stage": {"initial_val_loss": 0.7202405333518982, "final_val_loss": 0.6650910973548889, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.5499429106712341, "final_val_loss": 0.4277612268924713, "initial_val_acc": 0.5, "final_val_acc": 0.78, "best_val_acc": 0.96, "best_epoch": 6}, "improvement": 0.45999999999999996, "first_improvement_epoch": 4}}
|
9,918
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.52, "improved_accuracy": 0.86, "improvement": 0.33999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3804, "learning_rate": 0.031572323673582786, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.648850, 19.275895, 20.176062, 20.554077, 107.562894], [27.000289, 27.319949, 35.053717, 38.357300, 67.910043], [13.767900, 14.083871, 14.100997, 15.465315, 81.617120], [27.662383, 29.256768, 30.127732, 30.741003, 141.401185], [22.457004, 24.176351, 25.703200, 28.338313, 148.339938], [20.139153, 22.968050, 27.225915, 29.160985, 36.942555], [24.625324, 26.426531, 27.110000, 28.384474, 28.453744], [18.891063, 21.351847, 21.506662, 23.617755, 24.322943], [16.304597, 16.768079, 17.334571, 17.701621, 78.679421], [25.449943, 25.714885, 27.930979, 28.944685, 100.106568], [22.371906, 22.711521, 22.814205, 24.145181, 36.226462], [22.642038, 23.602812, 23.875319, 30.220358, 89.784512]]
### 2
fourier: [[46.587508, 48.335366, 53.345860, 53.405413, 219.696415], [13.644129, 14.099848, 15.111215, 17.684628, 45.642192], [41.403046, 43.002435, 48.388962, 50.442919, 188.972601], [45.867056, 48.244684, 48.630998, 52.220480, 217.818686], [11.876717, 12.555760, 13.766680, 14.638510, 56.845425], [33.741729, 34.882072, 38.199828, 38.388913, 159.031765], [26.773931, 27.787086, 28.882922, 30.696412, 153.856537], [31.524887, 37.236497, 38.493949, 41.191017, 136.263833], [10.597919, 10.637330, 11.456549, 11.972350, 14.248252], [10.101186, 11.214045, 13.038660, 16.419064, 23.398681], [31.329212, 32.006431, 36.950382, 36.993145, 160.856469], [19.494097, 19.724484, 25.597778, 28.570905, 62.734642]]
### 4
fourier: [[54.582653, 60.510826, 62.981826, 63.937358, 261.913615], [77.288105, 88.202293, 89.131096, 90.198338, 403.393829], [27.215941, 30.376979, 33.684901, 33.908383, 147.422652], [13.628832, 15.476878, 17.316115, 17.791320, 50.792703], [48.678728, 55.185732, 55.986995, 56.009447, 275.788258], [7.721454, 7.963623, 9.028129, 10.546928, 10.920029], [81.463682, 91.358008, 93.184925, 95.192169, 389.286002], [58.384728, 66.293667, 69.193780, 70.135336, 286.620260], [56.547894, 64.909024, 66.056318, 66.182060, 306.890589], [69.895331, 79.737200, 83.451638, 83.641511, 319.515018], [60.855189, 67.214993, 68.072523, 71.400306, 278.168031], [59.767254, 65.562337, 69.818363, 70.069657, 291.428970]]
### 6
fourier: [[129.390962, 144.989006, 149.859203, 151.346614, 564.427953], [81.897118, 91.713042, 94.295460, 94.308508, 377.217722], [148.396563, 167.808996, 171.671837, 172.265373, 668.796709], [42.341900, 46.058022, 48.180411, 49.532020, 170.924531], [5.998199, 6.129835, 6.269825, 7.479803, 11.589884], [51.404546, 58.291913, 58.542227, 58.929385, 235.188368], [60.274854, 67.960109, 70.120172, 71.152793, 333.398672], [5.573349, 6.659027, 6.662463, 6.847079, 24.499946], [122.613854, 139.352729, 141.361736, 141.662209, 566.750456], [72.605830, 80.317031, 83.841242, 85.201826, 322.689634], [37.522245, 42.614118, 44.527353, 44.739289, 193.870300], [98.788165, 110.653845, 113.673105, 114.084894, 490.048113]]
### 8
fourier: [[102.282519, 112.564481, 115.882373, 119.691683, 500.803076], [183.265928, 202.707532, 207.812247, 214.716228, 792.529157], [101.533997, 112.712727, 115.400178, 117.528519, 505.612288], [229.123047, 254.532636, 260.274616, 268.240917, 1018.776124], [107.234426, 119.694630, 121.901551, 125.209143, 526.680674], [22.631481, 25.075996, 25.229153, 26.821563, 49.480215], [26.804781, 29.725340, 29.965909, 30.065267, 159.672611], [118.458462, 132.061250, 135.059388, 137.959079, 585.277554], [137.286946, 153.383793, 156.470723, 160.271921, 657.160517], [232.308501, 259.123325, 265.229977, 272.556980, 1033.605043], [10.891287, 11.833800, 12.494192, 12.497453, 99.359787], [155.012993, 172.202076, 176.558040, 181.744142, 698.603578]]
### 10
fourier: [[224.277233, 247.299290, 252.913883, 263.822676, 974.165543], [8.533219, 8.571390, 9.028547, 9.879159, 62.212752], [71.535519, 78.753750, 80.489184, 84.401422, 281.805430], [172.936735, 189.802239, 193.471230, 201.092983, 815.077159], [58.551469, 64.138775, 65.563069, 69.101023, 210.614684], [296.508894, 326.452555, 333.712233, 348.484645, 1308.465624], [56.146001, 61.366645, 62.600891, 66.515248, 207.960188], [123.946859, 136.294881, 139.529242, 146.392748, 500.201357], [228.109364, 250.488853, 255.823580, 267.489962, 980.278407], [31.014628, 34.552955, 35.441757, 37.268384, 82.642188], [132.220482, 145.895706, 149.346170, 156.161431, 557.764430], [45.955037, 50.385716, 51.458150, 54.502287, 159.942783]]
### 12
fourier: [[108.869837, 119.416068, 121.488506, 127.886107, 423.515014], [20.721190, 23.033848, 23.418408, 24.811539, 64.257999], [19.437271, 21.467966, 21.685504, 23.127175, 60.550272], [8.890618, 9.813222, 10.206107, 10.391640, 10.895752], [273.046717, 298.926975, 305.203811, 320.839379, 1206.165834], [190.432265, 209.111602, 213.040180, 223.517536, 851.682369], [270.947207, 296.589955, 302.589775, 318.344906, 1147.765743], [190.430499, 208.571469, 212.651288, 223.608174, 827.397828], [335.357724, 366.865853, 374.760710, 393.780049, 1446.823702], [116.017651, 128.765940, 130.588258, 137.110526, 483.812244], [36.254736, 38.419911, 39.808675, 42.151844, 190.359725], [451.484375, 494.209157, 504.389405, 530.016091, 1959.022388]]
### 14
fourier: [[376.686271, 410.434701, 418.744030, 441.177254, 1652.924642], [47.750331, 52.188339, 53.796180, 56.493558, 163.688907], [572.069052, 623.089995, 636.058010, 670.880574, 2532.996475], [18.656273, 18.728559, 19.238023, 21.071607, 136.933706], [71.323266, 77.327225, 78.910285, 83.300047, 312.581167], [117.058058, 127.800968, 130.306573, 137.267716, 481.599728], [103.032998, 114.493970, 116.255994, 122.023943, 451.404621], [561.356995, 611.321646, 623.974004, 658.333005, 2490.631262], [40.415598, 44.546959, 44.855266, 46.416138, 165.780902], [180.481117, 195.066331, 199.344966, 211.057472, 831.737931], [126.810831, 140.158466, 142.543819, 149.634877, 519.523374], [159.759340, 175.857070, 178.994101, 188.287074, 685.011622]]
### 16
fourier: [[447.299878, 486.300469, 496.661719, 524.222526, 1937.819437], [108.408466, 117.518468, 119.777887, 126.818233, 525.951610], [4.456340, 4.483111, 4.540166, 4.819955, 64.287399], [359.656525, 389.874825, 398.411039, 420.909111, 1589.815345], [223.536052, 243.676956, 248.863277, 262.588955, 977.383899], [54.259029, 58.353997, 59.802019, 63.169813, 165.302412], [121.865813, 132.995429, 135.918071, 143.435952, 577.074746], [239.478417, 261.480504, 266.455836, 281.380605, 1096.537067], [566.294319, 616.587858, 629.402730, 664.371942, 2492.136970], [185.697802, 203.014788, 207.043404, 218.374229, 798.700832], [508.536992, 553.140411, 564.488813, 596.000799, 2263.124937], [588.161641, 638.688641, 652.367683, 689.150422, 2582.318508]]
### 18
fourier: [[184.064736, 199.921086, 204.304413, 216.057954, 794.650094], [555.281712, 603.335149, 616.341291, 651.520175, 2417.825936], [177.589682, 193.942886, 198.208580, 209.296927, 700.943897], [415.096218, 451.073602, 460.690411, 486.840427, 1795.490316], [616.832765, 670.006980, 684.450142, 723.122574, 2698.760078], [179.016084, 195.111491, 199.426647, 210.666231, 752.245053], [246.338229, 268.615987, 274.578538, 289.939674, 955.715113], [263.071664, 287.772119, 293.827280, 310.448551, 1088.167147], [276.406001, 300.541407, 306.985541, 324.194617, 1192.629495], [16.540986, 18.192986, 18.657344, 19.790081, 46.966009], [456.071232, 494.947053, 505.344516, 534.111506, 2078.628469], [73.042400, 79.843539, 81.643395, 86.433499, 294.547427]]
### 20
fourier: [[367.203856, 400.314968, 408.678122, 431.468231, 1526.861715]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.648850, 19.275895, 20.176062, 20.554077, 107.562894], [27.000289, 27.319949, 35.053717, 38.357300, 67.910043], [13.767900, 14.083871, 14.100997, 15.465315, 81.617120], [27.662383, 29.256768, 30.127732, 30.741003, 141.401185], [22.457004, 24.176351, 25.703200, 28.338313, 148.339938], [20.139153, 22.968050, 27.225915, 29.160985, 36.942555], [24.625324, 26.426531, 27.110000, 28.384474, 28.453744], [18.891063, 21.351847, 21.506662, 23.617755, 24.322943], [16.304597, 16.768079, 17.334571, 17.701621, 78.679421], [25.449943, 25.714885, 27.930979, 28.944685, 100.106568], [22.371906, 22.711521, 22.814205, 24.145181, 36.226462], [22.642038, 23.602812, 23.875319, 30.220358, 89.784512]]
### 2
fourier: [[46.587508, 48.335366, 53.345860, 53.405413, 219.696415], [13.644129, 14.099848, 15.111215, 17.684628, 45.642192], [41.403046, 43.002435, 48.388962, 50.442919, 188.972601], [45.867056, 48.244684, 48.630998, 52.220480, 217.818686], [11.876717, 12.555760, 13.766680, 14.638510, 56.845425], [33.741729, 34.882072, 38.199828, 38.388913, 159.031765], [26.773931, 27.787086, 28.882922, 30.696412, 153.856537], [31.524887, 37.236497, 38.493949, 41.191017, 136.263833], [10.597919, 10.637330, 11.456549, 11.972350, 14.248252], [10.101186, 11.214045, 13.038660, 16.419064, 23.398681], [31.329212, 32.006431, 36.950382, 36.993145, 160.856469], [19.494097, 19.724484, 25.597778, 28.570905, 62.734642]]
### 4
fourier: [[54.582653, 60.510826, 62.981826, 63.937358, 261.913615], [77.288105, 88.202293, 89.131096, 90.198338, 403.393829], [27.215941, 30.376979, 33.684901, 33.908383, 147.422652], [13.628832, 15.476878, 17.316115, 17.791320, 50.792703], [48.678728, 55.185732, 55.986995, 56.009447, 275.788258], [7.721454, 7.963623, 9.028129, 10.546928, 10.920029], [81.463682, 91.358008, 93.184925, 95.192169, 389.286002], [58.384728, 66.293667, 69.193780, 70.135336, 286.620260], [56.547894, 64.909024, 66.056318, 66.182060, 306.890589], [69.895331, 79.737200, 83.451638, 83.641511, 319.515018], [60.855189, 67.214993, 68.072523, 71.400306, 278.168031], [59.767254, 65.562337, 69.818363, 70.069657, 291.428970]]
### 6
fourier: [[129.390962, 144.989006, 149.859203, 151.346614, 564.427953], [81.897118, 91.713042, 94.295460, 94.308508, 377.217722], [148.396563, 167.808996, 171.671837, 172.265373, 668.796709], [42.341900, 46.058022, 48.180411, 49.532020, 170.924531], [5.998199, 6.129835, 6.269825, 7.479803, 11.589884], [51.404546, 58.291913, 58.542227, 58.929385, 235.188368], [60.274854, 67.960109, 70.120172, 71.152793, 333.398672], [5.573349, 6.659027, 6.662463, 6.847079, 24.499946], [122.613854, 139.352729, 141.361736, 141.662209, 566.750456], [72.605830, 80.317031, 83.841242, 85.201826, 322.689634], [37.522245, 42.614118, 44.527353, 44.739289, 193.870300], [98.788165, 110.653845, 113.673105, 114.084894, 490.048113]]
### 8
fourier: [[102.282519, 112.564481, 115.882373, 119.691683, 500.803076], [183.265928, 202.707532, 207.812247, 214.716228, 792.529157], [101.533997, 112.712727, 115.400178, 117.528519, 505.612288], [229.123047, 254.532636, 260.274616, 268.240917, 1018.776124], [107.234426, 119.694630, 121.901551, 125.209143, 526.680674], [22.631481, 25.075996, 25.229153, 26.821563, 49.480215], [26.804781, 29.725340, 29.965909, 30.065267, 159.672611], [118.458462, 132.061250, 135.059388, 137.959079, 585.277554], [137.286946, 153.383793, 156.470723, 160.271921, 657.160517], [232.308501, 259.123325, 265.229977, 272.556980, 1033.605043], [10.891287, 11.833800, 12.494192, 12.497453, 99.359787], [155.012993, 172.202076, 176.558040, 181.744142, 698.603578]]
### 10
fourier: [[224.277233, 247.299290, 252.913883, 263.822676, 974.165543], [8.533219, 8.571390, 9.028547, 9.879159, 62.212752], [71.535519, 78.753750, 80.489184, 84.401422, 281.805430], [172.936735, 189.802239, 193.471230, 201.092983, 815.077159], [58.551469, 64.138775, 65.563069, 69.101023, 210.614684], [296.508894, 326.452555, 333.712233, 348.484645, 1308.465624], [56.146001, 61.366645, 62.600891, 66.515248, 207.960188], [123.946859, 136.294881, 139.529242, 146.392748, 500.201357], [228.109364, 250.488853, 255.823580, 267.489962, 980.278407], [31.014628, 34.552955, 35.441757, 37.268384, 82.642188], [132.220482, 145.895706, 149.346170, 156.161431, 557.764430], [45.955037, 50.385716, 51.458150, 54.502287, 159.942783]]
### 12
fourier: [[108.869837, 119.416068, 121.488506, 127.886107, 423.515014], [20.721190, 23.033848, 23.418408, 24.811539, 64.257999], [19.437271, 21.467966, 21.685504, 23.127175, 60.550272], [8.890618, 9.813222, 10.206107, 10.391640, 10.895752], [273.046717, 298.926975, 305.203811, 320.839379, 1206.165834], [190.432265, 209.111602, 213.040180, 223.517536, 851.682369], [270.947207, 296.589955, 302.589775, 318.344906, 1147.765743], [190.430499, 208.571469, 212.651288, 223.608174, 827.397828], [335.357724, 366.865853, 374.760710, 393.780049, 1446.823702], [116.017651, 128.765940, 130.588258, 137.110526, 483.812244], [36.254736, 38.419911, 39.808675, 42.151844, 190.359725], [451.484375, 494.209157, 504.389405, 530.016091, 1959.022388]]
### 14
fourier: [[376.686271, 410.434701, 418.744030, 441.177254, 1652.924642], [47.750331, 52.188339, 53.796180, 56.493558, 163.688907], [572.069052, 623.089995, 636.058010, 670.880574, 2532.996475], [18.656273, 18.728559, 19.238023, 21.071607, 136.933706], [71.323266, 77.327225, 78.910285, 83.300047, 312.581167], [117.058058, 127.800968, 130.306573, 137.267716, 481.599728], [103.032998, 114.493970, 116.255994, 122.023943, 451.404621], [561.356995, 611.321646, 623.974004, 658.333005, 2490.631262], [40.415598, 44.546959, 44.855266, 46.416138, 165.780902], [180.481117, 195.066331, 199.344966, 211.057472, 831.737931], [126.810831, 140.158466, 142.543819, 149.634877, 519.523374], [159.759340, 175.857070, 178.994101, 188.287074, 685.011622]]
### 16
fourier: [[447.299878, 486.300469, 496.661719, 524.222526, 1937.819437], [108.408466, 117.518468, 119.777887, 126.818233, 525.951610], [4.456340, 4.483111, 4.540166, 4.819955, 64.287399], [359.656525, 389.874825, 398.411039, 420.909111, 1589.815345], [223.536052, 243.676956, 248.863277, 262.588955, 977.383899], [54.259029, 58.353997, 59.802019, 63.169813, 165.302412], [121.865813, 132.995429, 135.918071, 143.435952, 577.074746], [239.478417, 261.480504, 266.455836, 281.380605, 1096.537067], [566.294319, 616.587858, 629.402730, 664.371942, 2492.136970], [185.697802, 203.014788, 207.043404, 218.374229, 798.700832], [508.536992, 553.140411, 564.488813, 596.000799, 2263.124937], [588.161641, 638.688641, 652.367683, 689.150422, 2582.318508]]
### 18
fourier: [[184.064736, 199.921086, 204.304413, 216.057954, 794.650094], [555.281712, 603.335149, 616.341291, 651.520175, 2417.825936], [177.589682, 193.942886, 198.208580, 209.296927, 700.943897], [415.096218, 451.073602, 460.690411, 486.840427, 1795.490316], [616.832765, 670.006980, 684.450142, 723.122574, 2698.760078], [179.016084, 195.111491, 199.426647, 210.666231, 752.245053], [246.338229, 268.615987, 274.578538, 289.939674, 955.715113], [263.071664, 287.772119, 293.827280, 310.448551, 1088.167147], [276.406001, 300.541407, 306.985541, 324.194617, 1192.629495], [16.540986, 18.192986, 18.657344, 19.790081, 46.966009], [456.071232, 494.947053, 505.344516, 534.111506, 2078.628469], [73.042400, 79.843539, 81.643395, 86.433499, 294.547427]]
### 20
fourier: [[367.203856, 400.314968, 408.678122, 431.468231, 1526.861715]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"fourier": [16.30459693867473, 16.76807893639583, 17.334571064979222, 17.70162069944158, 78.67942099273205]}, "9": {"fourier": [25.449943383610215, 25.71488459483874, 27.93097884711032, 28.944684811590484, 100.10656764358282]}, "10": {"fourier": [22.37190577335168, 22.71152086214769, 22.81420491697587, 24.145181342608605, 36.22646195694423]}, "11": {"fourier": [22.642037982650905, 23.60281158613767, 23.87531911651214, 30.22035807935395, 89.78451193869114]}}, "layer_info": {"num_neurons": 12, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [46.58750837999255, 48.33536552791167, 53.34585998565004, 53.405413043737425, 219.696414783597]}, "1": {"fourier": [13.644128774766633, 14.09984763557719, 15.111215210137468, 17.684628096897015, 45.642191955819726]}, "2": {"fourier": [41.40304604631652, 43.00243543529339, 48.38896198171086, 50.44291893126984, 188.97260142862797]}, "3": {"fourier": [45.867055625627884, 48.24468353354781, 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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7109365463256836, "train_acc": 0.43, "val_loss": 0.6930587887763977, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.691641628742218, "train_acc": 0.565, "val_loss": 0.6908669471740723, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6653496026992798, "train_acc": 0.57, "val_loss": 0.6454037427902222, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.594903975725174, "train_acc": 0.495, "val_loss": 0.5193902850151062, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.40443167090415955, "train_acc": 0.62, "val_loss": 0.4165691137313843, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.3419596701860428, "train_acc": 0.955, "val_loss": 0.4584268629550934, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.3189147412776947, "train_acc": 0.925, "val_loss": 0.39604055881500244, "val_acc": 0.82}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.31638242304325104, "train_acc": 0.92, "val_loss": 0.32181549072265625, "val_acc": 0.86}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.17567837983369827, "train_acc": 0.965, "val_loss": 0.36631259322166443, "val_acc": 0.86}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.14511796087026596, "train_acc": 0.965, "val_loss": 0.4905073940753937, "val_acc": 0.84}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.17388243228197098, "train_acc": 0.95, "val_loss": 0.5912786722183228, "val_acc": 0.84}], "summary": {"total_epochs": 11, "degraded_epochs": 3, "improved_epochs": 8, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6930587887763977, "final_val_loss": 0.6454037427902222, "initial_val_acc": 0.5, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5193902850151062, "final_val_loss": 0.5912786722183228, "initial_val_acc": 0.52, "final_val_acc": 0.84, "best_val_acc": 0.86, "best_epoch": 7}, "improvement": 0.33999999999999997, "first_improvement_epoch": 2}}
|
9,919
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.52, "improved_accuracy": 0.96, "improvement": 0.43999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7586, "learning_rate": 0.023415910492844687, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.868925, 26.327606, 30.824482, 34.512365, 107.185092], [26.365895, 27.626896, 29.955711, 32.415596, 90.990022], [30.892921, 31.115427, 31.548754, 39.412220, 233.530998], [17.239527, 18.554689, 19.930637, 22.030887, 24.776245], [41.541561, 42.886622, 45.299397, 49.909105, 186.648326], [25.611438, 26.159138, 30.184819, 32.652503, 35.761183], [26.335268, 27.183047, 29.424719, 29.598834, 33.385590], [16.602262, 18.878388, 22.775933, 25.434746, 80.403908], [32.222091, 33.581399, 34.913661, 38.500289, 240.003070], [26.279200, 26.672284, 28.773440, 31.734996, 32.473211], [19.775739, 20.699192, 24.952822, 30.153045, 111.603697], [24.975898, 32.571394, 34.912526, 35.256551, 139.841073], [23.945483, 26.128454, 27.132143, 31.031856, 41.025964], [29.553928, 29.936709, 31.082623, 34.251724, 165.876516], [18.079067, 18.702891, 18.815661, 22.252029, 30.648124]]
### 2
fourier: [[35.299298, 36.628047, 48.197179, 54.140901, 160.401737], [47.466123, 53.465870, 59.949775, 69.640988, 302.609936], [42.878369, 43.603513, 56.150479, 59.907539, 203.259142], [16.619463, 18.205519, 18.225336, 23.629541, 39.620669], [23.804991, 28.400287, 32.101229, 40.528525, 126.042212], [27.368256, 27.630782, 29.975893, 30.195396, 32.073323], [48.084789, 49.395583, 64.949564, 71.367165, 217.477422], [29.634674, 34.336317, 37.879656, 41.698451, 205.218665], [20.209282, 20.360255, 28.639619, 32.455737, 84.768098], [55.040537, 55.280516, 71.905984, 76.178870, 219.323722], [22.808879, 26.132859, 27.333704, 28.900792, 41.556295], [49.512425, 51.575171, 51.890100, 54.595203, 362.024092], [34.061060, 34.626609, 45.293641, 45.303081, 133.729535], [15.303194, 15.802629, 18.062365, 18.296506, 21.332262], [19.336991, 19.891690, 20.228437, 21.113318, 141.451184]]
### 4
fourier: [[55.147383, 57.258691, 75.125002, 77.588672, 221.746768], [30.166473, 30.454374, 38.352257, 40.262551, 70.984312], [13.859361, 15.997212, 18.944392, 22.735007, 63.895007], [26.554225, 26.954009, 34.177156, 34.926443, 53.893254], [34.554314, 35.608348, 45.647780, 50.802551, 119.495440], [44.011259, 46.403679, 61.377564, 70.379704, 226.704198], [69.098622, 72.273383, 94.103694, 104.555568, 279.351279], [28.577779, 29.711645, 39.065963, 40.460078, 103.996489], [16.437175, 16.821233, 19.113540, 22.346365, 74.377350], [29.581764, 30.458055, 38.914572, 39.431119, 78.025182], [12.798797, 15.360678, 16.962534, 19.670463, 84.977221], [22.685713, 23.725388, 27.766000, 29.933263, 45.874974], [62.637571, 64.161663, 84.884226, 92.108064, 237.342604], [47.646028, 48.244522, 63.585572, 67.415216, 185.368014], [25.428076, 26.636624, 35.558329, 38.045012, 109.672016]]
### 6
fourier: [[8.841688, 9.696733, 12.392881, 12.830090, 16.245318], [68.050748, 72.212188, 93.905612, 101.319320, 275.883526], [6.518242, 6.758214, 6.944135, 6.963654, 36.311296], [83.569455, 87.679279, 114.623293, 122.758935, 341.626126], [26.690948, 26.900330, 33.685266, 36.635611, 52.120795], [10.579218, 10.873300, 14.059587, 16.821751, 62.566575], [61.239668, 64.143764, 83.531373, 90.407206, 226.546165], [38.573491, 39.199949, 50.171148, 51.761122, 114.164050], [56.066492, 58.206235, 76.195155, 82.528621, 199.942166], [48.951042, 49.417350, 64.813284, 67.529325, 145.276703], [57.093934, 58.774996, 77.363254, 82.988675, 214.648458], [76.826168, 79.751247, 103.754526, 113.143978, 282.253789], [34.912941, 36.477659, 47.997389, 50.175825, 105.577386], [74.531673, 79.358691, 101.800999, 111.680041, 294.749006], [51.909176, 53.917568, 71.246022, 73.315172, 210.763813]]
### 8
fourier: [[184.862636, 196.647369, 255.249200, 282.860955, 795.969162], [101.431055, 107.143916, 139.428393, 151.278138, 405.470263], [21.334666, 23.961593, 30.543072, 34.659297, 94.956042], [20.097462, 20.559145, 22.812886, 27.231773, 28.380642], [20.554669, 21.091522, 26.861532, 28.184379, 75.123237], [52.063850, 53.845457, 70.787455, 71.326155, 144.915746], [53.655340, 55.874336, 72.321249, 81.259588, 180.273086], [60.907983, 63.805323, 83.164450, 90.242301, 215.843815], [93.501890, 100.532286, 129.031605, 148.534222, 425.685574], [40.101507, 41.106267, 54.745496, 54.759269, 99.917636], [8.019121, 8.376132, 9.208609, 12.659103, 65.728866], [6.889660, 7.183742, 8.173689, 8.378309, 8.589157], [25.613165, 29.102697, 36.945460, 43.312424, 188.005783], [33.343427, 34.663799, 44.482730, 49.647164, 103.583527], [57.079642, 59.029846, 77.102178, 83.439670, 171.194940]]
### 10
fourier: [[21.699141, 22.226563, 22.358532, 23.127933, 31.131515], [69.591630, 73.284191, 96.714359, 100.319433, 246.468562], [129.904635, 137.347153, 180.677802, 192.643065, 523.686614], [23.000627, 24.228238, 30.603877, 32.216666, 46.094889], [6.278657, 6.628443, 7.349931, 8.660108, 23.919493], [91.377970, 97.270436, 126.975774, 136.812359, 346.429188], [23.913276, 25.847245, 34.156831, 36.002500, 95.952153], [31.800393, 33.052526, 33.303075, 34.859756, 45.751470], [57.953277, 63.431134, 81.380649, 95.781779, 310.188953], [11.607418, 11.805302, 11.973876, 15.654669, 64.413958], [138.556559, 146.595485, 192.579878, 205.141572, 555.289639], [34.106033, 34.196445, 34.252842, 34.406494, 46.866431], [28.511955, 29.428519, 29.550828, 29.625855, 40.900367], [106.602564, 113.028823, 148.621856, 159.069334, 419.275370], [85.675586, 90.329461, 119.205047, 125.986588, 320.147513]]
### 12
fourier: [[1.341785, 1.396454, 1.517648, 1.846182, 3.858167], [121.949265, 130.657709, 171.570385, 185.137026, 492.598859], [32.201602, 34.433246, 35.820348, 46.570555, 56.897851], [42.541970, 45.259862, 59.461592, 64.365692, 156.789976], [62.917149, 63.752143, 75.544835, 86.408258, 112.230750], [118.913676, 127.497424, 167.337059, 181.026465, 490.354145], [196.138999, 209.105335, 275.085318, 295.258790, 793.835268], [155.717332, 164.101840, 217.071367, 227.503780, 586.620786], [136.484248, 147.297674, 192.770994, 210.425852, 582.868116], [169.745413, 181.799803, 238.751890, 257.749843, 701.162372], [159.479149, 168.332080, 222.557907, 233.097468, 603.981409], [49.935694, 50.249462, 57.984009, 68.337147, 74.289987], [17.241369, 18.041268, 21.833364, 28.444501, 128.519085], [133.264627, 140.148116, 185.860905, 192.306238, 481.943818], [41.716351, 46.860719, 60.216831, 69.701788, 234.896510]]
### 14
fourier: [[53.043230, 59.179883, 76.291059, 88.909116, 289.758520], [40.706838, 42.347825, 48.126146, 64.423430, 307.203685], [35.275960, 36.309127, 42.120307, 56.279337, 242.288267], [138.797954, 151.446999, 197.234705, 223.760777, 648.701046], [127.756071, 141.512270, 183.130452, 212.602388, 696.981973], [43.370390, 45.849236, 60.415662, 65.686073, 159.236184], [239.439936, 259.823012, 339.083511, 383.107191, 1135.643551], [44.202549, 49.318652, 63.089137, 75.588347, 235.170873], [89.608072, 93.709394, 124.276848, 129.865782, 287.632306], [280.878659, 300.907381, 395.859449, 432.950636, 1239.793811], [253.973775, 271.220801, 356.716730, 389.742531, 1084.647373], [372.442775, 404.143396, 527.718775, 593.472689, 1766.523456], [244.202116, 262.668190, 345.072722, 379.132983, 1086.487324], [286.536632, 311.682980, 407.066586, 456.760596, 1358.022683], [291.684500, 315.046704, 412.537450, 459.259102, 1338.304117]]
### 16
fourier: [[39.232510, 44.001020, 55.946892, 68.688176, 246.057911], [6.782639, 7.426046, 7.826307, 10.380549, 51.937239], [404.432189, 436.060416, 571.220900, 636.841925, 1861.811984], [375.070618, 402.731864, 527.705695, 588.504790, 1713.204077], [306.653005, 327.658022, 430.048601, 477.491214, 1353.977560], [146.048486, 154.597524, 203.804514, 223.066345, 624.512892], [57.917678, 64.349558, 81.868372, 100.660511, 400.303913], [28.025921, 28.244577, 28.641971, 34.884061, 38.148621], [251.283069, 269.131618, 353.015719, 392.217135, 1120.710417], [209.043049, 225.975035, 295.881465, 329.500063, 954.222257], [529.263016, 568.684912, 745.180927, 831.531951, 2433.482801], [327.518417, 352.843245, 462.815491, 513.612527, 1493.215933], [479.591717, 515.607155, 675.399036, 754.987283, 2208.638165], [48.970912, 54.381603, 70.294339, 80.904676, 249.898577], [61.273457, 67.267694, 87.461106, 101.394542, 346.621901]]
### 18
fourier: [[143.948089, 155.507357, 202.876958, 231.807795, 696.670075], [492.162956, 529.048415, 692.556910, 779.336578, 2295.934504], [277.218639, 296.589424, 388.760821, 436.107047, 1261.669148], [23.391794, 25.294510, 32.448682, 40.826788, 143.800061], [28.010457, 30.676316, 39.465173, 47.789281, 165.076924], [431.404378, 463.636307, 606.390088, 686.264431, 2030.547264], [20.308831, 22.651477, 29.179023, 35.306724, 146.495843], [371.375742, 397.332327, 521.440477, 581.586883, 1690.843378], [416.918536, 444.983435, 584.551522, 648.229096, 1844.266788], [677.049912, 725.370790, 951.267991, 1063.702313, 3100.018775], [264.794727, 282.636930, 370.947427, 414.274505, 1181.593285], [662.568920, 712.094095, 932.118676, 1049.495162, 3105.516726], [321.391135, 342.770100, 450.091817, 500.596986, 1419.571343], [432.079494, 463.404957, 607.184902, 681.030006, 1987.700612], [351.817617, 376.861657, 494.315147, 553.347253, 1580.942475]]
### 20
fourier: [[634.576512, 678.587670, 889.712410, 997.950894, 2884.222907]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.868925, 26.327606, 30.824482, 34.512365, 107.185092], [26.365895, 27.626896, 29.955711, 32.415596, 90.990022], [30.892921, 31.115427, 31.548754, 39.412220, 233.530998], [17.239527, 18.554689, 19.930637, 22.030887, 24.776245], [41.541561, 42.886622, 45.299397, 49.909105, 186.648326], [25.611438, 26.159138, 30.184819, 32.652503, 35.761183], [26.335268, 27.183047, 29.424719, 29.598834, 33.385590], [16.602262, 18.878388, 22.775933, 25.434746, 80.403908], [32.222091, 33.581399, 34.913661, 38.500289, 240.003070], [26.279200, 26.672284, 28.773440, 31.734996, 32.473211], [19.775739, 20.699192, 24.952822, 30.153045, 111.603697], [24.975898, 32.571394, 34.912526, 35.256551, 139.841073], [23.945483, 26.128454, 27.132143, 31.031856, 41.025964], [29.553928, 29.936709, 31.082623, 34.251724, 165.876516], [18.079067, 18.702891, 18.815661, 22.252029, 30.648124]]
### 2
fourier: [[35.299298, 36.628047, 48.197179, 54.140901, 160.401737], [47.466123, 53.465870, 59.949775, 69.640988, 302.609936], [42.878369, 43.603513, 56.150479, 59.907539, 203.259142], [16.619463, 18.205519, 18.225336, 23.629541, 39.620669], [23.804991, 28.400287, 32.101229, 40.528525, 126.042212], [27.368256, 27.630782, 29.975893, 30.195396, 32.073323], [48.084789, 49.395583, 64.949564, 71.367165, 217.477422], [29.634674, 34.336317, 37.879656, 41.698451, 205.218665], [20.209282, 20.360255, 28.639619, 32.455737, 84.768098], [55.040537, 55.280516, 71.905984, 76.178870, 219.323722], [22.808879, 26.132859, 27.333704, 28.900792, 41.556295], [49.512425, 51.575171, 51.890100, 54.595203, 362.024092], [34.061060, 34.626609, 45.293641, 45.303081, 133.729535], [15.303194, 15.802629, 18.062365, 18.296506, 21.332262], [19.336991, 19.891690, 20.228437, 21.113318, 141.451184]]
### 4
fourier: [[55.147383, 57.258691, 75.125002, 77.588672, 221.746768], [30.166473, 30.454374, 38.352257, 40.262551, 70.984312], [13.859361, 15.997212, 18.944392, 22.735007, 63.895007], [26.554225, 26.954009, 34.177156, 34.926443, 53.893254], [34.554314, 35.608348, 45.647780, 50.802551, 119.495440], [44.011259, 46.403679, 61.377564, 70.379704, 226.704198], [69.098622, 72.273383, 94.103694, 104.555568, 279.351279], [28.577779, 29.711645, 39.065963, 40.460078, 103.996489], [16.437175, 16.821233, 19.113540, 22.346365, 74.377350], [29.581764, 30.458055, 38.914572, 39.431119, 78.025182], [12.798797, 15.360678, 16.962534, 19.670463, 84.977221], [22.685713, 23.725388, 27.766000, 29.933263, 45.874974], [62.637571, 64.161663, 84.884226, 92.108064, 237.342604], [47.646028, 48.244522, 63.585572, 67.415216, 185.368014], [25.428076, 26.636624, 35.558329, 38.045012, 109.672016]]
### 6
fourier: [[8.841688, 9.696733, 12.392881, 12.830090, 16.245318], [68.050748, 72.212188, 93.905612, 101.319320, 275.883526], [6.518242, 6.758214, 6.944135, 6.963654, 36.311296], [83.569455, 87.679279, 114.623293, 122.758935, 341.626126], [26.690948, 26.900330, 33.685266, 36.635611, 52.120795], [10.579218, 10.873300, 14.059587, 16.821751, 62.566575], [61.239668, 64.143764, 83.531373, 90.407206, 226.546165], [38.573491, 39.199949, 50.171148, 51.761122, 114.164050], [56.066492, 58.206235, 76.195155, 82.528621, 199.942166], [48.951042, 49.417350, 64.813284, 67.529325, 145.276703], [57.093934, 58.774996, 77.363254, 82.988675, 214.648458], [76.826168, 79.751247, 103.754526, 113.143978, 282.253789], [34.912941, 36.477659, 47.997389, 50.175825, 105.577386], [74.531673, 79.358691, 101.800999, 111.680041, 294.749006], [51.909176, 53.917568, 71.246022, 73.315172, 210.763813]]
### 8
fourier: [[184.862636, 196.647369, 255.249200, 282.860955, 795.969162], [101.431055, 107.143916, 139.428393, 151.278138, 405.470263], [21.334666, 23.961593, 30.543072, 34.659297, 94.956042], [20.097462, 20.559145, 22.812886, 27.231773, 28.380642], [20.554669, 21.091522, 26.861532, 28.184379, 75.123237], [52.063850, 53.845457, 70.787455, 71.326155, 144.915746], [53.655340, 55.874336, 72.321249, 81.259588, 180.273086], [60.907983, 63.805323, 83.164450, 90.242301, 215.843815], [93.501890, 100.532286, 129.031605, 148.534222, 425.685574], [40.101507, 41.106267, 54.745496, 54.759269, 99.917636], [8.019121, 8.376132, 9.208609, 12.659103, 65.728866], [6.889660, 7.183742, 8.173689, 8.378309, 8.589157], [25.613165, 29.102697, 36.945460, 43.312424, 188.005783], [33.343427, 34.663799, 44.482730, 49.647164, 103.583527], [57.079642, 59.029846, 77.102178, 83.439670, 171.194940]]
### 10
fourier: [[21.699141, 22.226563, 22.358532, 23.127933, 31.131515], [69.591630, 73.284191, 96.714359, 100.319433, 246.468562], [129.904635, 137.347153, 180.677802, 192.643065, 523.686614], [23.000627, 24.228238, 30.603877, 32.216666, 46.094889], [6.278657, 6.628443, 7.349931, 8.660108, 23.919493], [91.377970, 97.270436, 126.975774, 136.812359, 346.429188], [23.913276, 25.847245, 34.156831, 36.002500, 95.952153], [31.800393, 33.052526, 33.303075, 34.859756, 45.751470], [57.953277, 63.431134, 81.380649, 95.781779, 310.188953], [11.607418, 11.805302, 11.973876, 15.654669, 64.413958], [138.556559, 146.595485, 192.579878, 205.141572, 555.289639], [34.106033, 34.196445, 34.252842, 34.406494, 46.866431], [28.511955, 29.428519, 29.550828, 29.625855, 40.900367], [106.602564, 113.028823, 148.621856, 159.069334, 419.275370], [85.675586, 90.329461, 119.205047, 125.986588, 320.147513]]
### 12
fourier: [[1.341785, 1.396454, 1.517648, 1.846182, 3.858167], [121.949265, 130.657709, 171.570385, 185.137026, 492.598859], [32.201602, 34.433246, 35.820348, 46.570555, 56.897851], [42.541970, 45.259862, 59.461592, 64.365692, 156.789976], [62.917149, 63.752143, 75.544835, 86.408258, 112.230750], [118.913676, 127.497424, 167.337059, 181.026465, 490.354145], [196.138999, 209.105335, 275.085318, 295.258790, 793.835268], [155.717332, 164.101840, 217.071367, 227.503780, 586.620786], [136.484248, 147.297674, 192.770994, 210.425852, 582.868116], [169.745413, 181.799803, 238.751890, 257.749843, 701.162372], [159.479149, 168.332080, 222.557907, 233.097468, 603.981409], [49.935694, 50.249462, 57.984009, 68.337147, 74.289987], [17.241369, 18.041268, 21.833364, 28.444501, 128.519085], [133.264627, 140.148116, 185.860905, 192.306238, 481.943818], [41.716351, 46.860719, 60.216831, 69.701788, 234.896510]]
### 14
fourier: [[53.043230, 59.179883, 76.291059, 88.909116, 289.758520], [40.706838, 42.347825, 48.126146, 64.423430, 307.203685], [35.275960, 36.309127, 42.120307, 56.279337, 242.288267], [138.797954, 151.446999, 197.234705, 223.760777, 648.701046], [127.756071, 141.512270, 183.130452, 212.602388, 696.981973], [43.370390, 45.849236, 60.415662, 65.686073, 159.236184], [239.439936, 259.823012, 339.083511, 383.107191, 1135.643551], [44.202549, 49.318652, 63.089137, 75.588347, 235.170873], [89.608072, 93.709394, 124.276848, 129.865782, 287.632306], [280.878659, 300.907381, 395.859449, 432.950636, 1239.793811], [253.973775, 271.220801, 356.716730, 389.742531, 1084.647373], [372.442775, 404.143396, 527.718775, 593.472689, 1766.523456], [244.202116, 262.668190, 345.072722, 379.132983, 1086.487324], [286.536632, 311.682980, 407.066586, 456.760596, 1358.022683], [291.684500, 315.046704, 412.537450, 459.259102, 1338.304117]]
### 16
fourier: [[39.232510, 44.001020, 55.946892, 68.688176, 246.057911], [6.782639, 7.426046, 7.826307, 10.380549, 51.937239], [404.432189, 436.060416, 571.220900, 636.841925, 1861.811984], [375.070618, 402.731864, 527.705695, 588.504790, 1713.204077], [306.653005, 327.658022, 430.048601, 477.491214, 1353.977560], [146.048486, 154.597524, 203.804514, 223.066345, 624.512892], [57.917678, 64.349558, 81.868372, 100.660511, 400.303913], [28.025921, 28.244577, 28.641971, 34.884061, 38.148621], [251.283069, 269.131618, 353.015719, 392.217135, 1120.710417], [209.043049, 225.975035, 295.881465, 329.500063, 954.222257], [529.263016, 568.684912, 745.180927, 831.531951, 2433.482801], [327.518417, 352.843245, 462.815491, 513.612527, 1493.215933], [479.591717, 515.607155, 675.399036, 754.987283, 2208.638165], [48.970912, 54.381603, 70.294339, 80.904676, 249.898577], [61.273457, 67.267694, 87.461106, 101.394542, 346.621901]]
### 18
fourier: [[143.948089, 155.507357, 202.876958, 231.807795, 696.670075], [492.162956, 529.048415, 692.556910, 779.336578, 2295.934504], [277.218639, 296.589424, 388.760821, 436.107047, 1261.669148], [23.391794, 25.294510, 32.448682, 40.826788, 143.800061], [28.010457, 30.676316, 39.465173, 47.789281, 165.076924], [431.404378, 463.636307, 606.390088, 686.264431, 2030.547264], [20.308831, 22.651477, 29.179023, 35.306724, 146.495843], [371.375742, 397.332327, 521.440477, 581.586883, 1690.843378], [416.918536, 444.983435, 584.551522, 648.229096, 1844.266788], [677.049912, 725.370790, 951.267991, 1063.702313, 3100.018775], [264.794727, 282.636930, 370.947427, 414.274505, 1181.593285], [662.568920, 712.094095, 932.118676, 1049.495162, 3105.516726], [321.391135, 342.770100, 450.091817, 500.596986, 1419.571343], [432.079494, 463.404957, 607.184902, 681.030006, 1987.700612], [351.817617, 376.861657, 494.315147, 553.347253, 1580.942475]]
### 20
fourier: [[634.576512, 678.587670, 889.712410, 997.950894, 2884.222907]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6882752478122711, "train_acc": 0.515, "val_loss": 0.694905698299408, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.675237774848938, "train_acc": 0.575, "val_loss": 0.7014715075492859, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6785931289196014, "train_acc": 0.575, "val_loss": 0.6199254393577576, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6146265864372253, "train_acc": 0.495, "val_loss": 0.5048053860664368, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5358955264091492, "train_acc": 0.495, "val_loss": 0.4670165777206421, "val_acc": 0.8}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.5094302296638489, "train_acc": 0.81, "val_loss": 0.4369121193885803, "val_acc": 0.88}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.4433368444442749, "train_acc": 0.815, "val_loss": 0.43057867884635925, "val_acc": 0.92}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.4106723219156265, "train_acc": 0.84, "val_loss": 0.49206697940826416, "val_acc": 0.92}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.3535340279340744, "train_acc": 0.855, "val_loss": 0.47498223185539246, "val_acc": 0.94}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.32396990060806274, "train_acc": 0.865, "val_loss": 0.2842954993247986, "val_acc": 0.94}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.3218723088502884, "train_acc": 0.87, "val_loss": 0.2535861134529114, "val_acc": 0.94}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.3403654247522354, "train_acc": 0.865, "val_loss": 0.19328702986240387, "val_acc": 0.94}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.3272753208875656, "train_acc": 0.87, "val_loss": 0.18028858304023743, "val_acc": 0.96}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.694905698299408, "final_val_loss": 0.6199254393577576, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5048053860664368, "final_val_loss": 0.18028858304023743, "initial_val_acc": 0.52, "final_val_acc": 0.96, "best_val_acc": 0.96, "best_epoch": 12}, "improvement": 0.43999999999999995, "first_improvement_epoch": 2}}
|
9,920
|
{"target_pattern": "has_majority", "degraded_accuracy": 0.56, "improved_accuracy": 0.88, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 5971, "learning_rate": 0.016956534214398196, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "has_majority", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["has_majority"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[20.132842, 22.593073, 22.650476, 23.389130, 28.477660], [40.663489, 41.492709, 45.403855, 53.773715, 346.284502], [18.916566, 19.480973, 21.313667, 22.986410, 53.645911], [32.229892, 33.533373, 33.997410, 34.769080, 199.479563], [18.722095, 19.370024, 20.284463, 22.341352, 25.144893], [24.039357, 24.880168, 26.647398, 28.245764, 55.913240], [15.357927, 15.960672, 18.754056, 22.281265, 75.690739], [8.487047, 8.863641, 10.992802, 11.145508, 111.214715], [18.651125, 18.914501, 19.277529, 26.409728, 31.085823], [25.513175, 28.674875, 29.778695, 33.328155, 235.858902], [30.206093, 30.563180, 31.246047, 35.943629, 84.820071]]
### 2
fourier: [[7.843300, 8.679719, 10.557491, 11.148233, 64.477349], [10.801134, 10.960321, 12.777422, 14.464543, 65.049355], [10.838229, 11.888711, 12.140394, 14.313080, 62.659243], [20.322823, 26.385027, 30.747350, 31.381968, 129.107996], [20.752446, 21.112081, 22.979575, 25.316624, 117.878218], [12.387690, 14.975608, 16.108988, 16.511140, 50.885889], [7.175200, 7.586484, 9.026964, 9.162458, 72.393953], [15.688515, 16.949555, 16.999025, 21.300389, 96.528255], [20.579382, 20.644523, 20.926448, 21.236630, 128.769667], [14.321049, 16.270029, 16.619149, 19.049986, 123.266973], [24.946165, 25.898909, 27.495365, 31.714734, 208.492005]]
### 4
fourier: [[15.676881, 17.685355, 18.158393, 21.591420, 160.349559], [24.922729, 31.535000, 32.033638, 34.232137, 183.283280], [7.452175, 8.080278, 8.193977, 8.917468, 43.048050], [7.896176, 8.222551, 10.402668, 10.427344, 66.628339], [16.343638, 17.833565, 19.329038, 21.523173, 168.207563], [7.032511, 7.114597, 7.207731, 8.647462, 61.107223], [28.383055, 33.220289, 34.555137, 35.151300, 139.864129], [6.348568, 7.161194, 7.266774, 9.900793, 14.894441], [3.294655, 3.818899, 4.369899, 4.524815, 75.531720], [2.676011, 2.814404, 2.959272, 3.043097, 44.356419], [22.081668, 28.913088, 29.121928, 30.909448, 115.436704]]
### 6
fourier: [[6.052151, 6.928354, 7.328167, 7.756902, 70.447879], [6.788672, 7.131371, 7.561535, 8.263632, 75.692227], [33.512639, 40.388824, 44.517224, 46.186900, 187.000184], [35.334498, 42.754777, 47.509473, 49.077718, 181.830294], [4.212079, 4.429390, 5.015721, 5.413582, 95.916002], [6.701868, 7.571464, 8.214215, 10.542939, 47.923402], [10.331159, 10.536619, 11.411143, 13.820124, 99.031176], [21.925315, 25.917428, 29.617604, 31.871505, 106.814883], [16.919305, 20.802618, 21.008703, 22.644175, 141.884183], [8.402358, 8.697716, 10.546015, 10.909033, 12.051276], [9.543029, 9.937001, 10.854854, 10.923539, 26.480896]]
### 8
fourier: [[1.852171, 2.012461, 2.013341, 2.247157, 46.614541], [7.378169, 8.428973, 9.291363, 9.890455, 73.174972], [6.363814, 7.779977, 7.810134, 8.177470, 87.013317], [21.196288, 25.091343, 27.637396, 29.235365, 142.543152], [22.874445, 23.075241, 31.191782, 35.738889, 137.753481], [24.579082, 29.536219, 31.719505, 32.671143, 158.139260], [37.947495, 44.018211, 51.908757, 54.962439, 164.562838], [14.508477, 14.791201, 20.620866, 23.255866, 43.202025], [37.741278, 44.640255, 50.445976, 52.689435, 209.738259], [36.298101, 41.703214, 49.214683, 51.688368, 167.880705], [1.637033, 1.727766, 1.741586, 2.170190, 43.799753]]
### 10
fourier: [[25.888045, 27.811765, 35.379829, 36.850905, 54.365845], [14.553480, 15.830633, 18.387138, 20.797994, 91.364432], [43.039668, 49.144808, 58.181773, 59.864849, 180.749751], [5.389756, 5.851633, 6.027281, 6.815884, 65.747082], [30.555139, 35.632922, 41.375073, 42.911509, 140.388531], [17.365430, 20.892973, 22.095082, 22.323579, 109.389447], [1.112521, 1.119315, 1.183526, 1.377731, 27.869933], [15.670371, 16.312156, 16.490936, 21.838237, 24.526798], [59.691554, 68.282282, 80.818158, 84.167491, 245.545324], [20.456021, 23.484925, 27.507964, 28.665611, 70.003041], [24.444814, 24.938374, 33.266723, 37.278105, 67.243110]]
### 12
fourier: [[15.999576, 16.034089, 20.318859, 23.733063, 28.584151], [10.044600, 10.990530, 11.193862, 11.587167, 121.225471], [15.341584, 15.658031, 20.528386, 21.276093, 45.496305], [39.971783, 43.862050, 53.551271, 54.129714, 134.010347], [17.298754, 18.705244, 20.039171, 21.864139, 140.351786], [33.883536, 34.199391, 37.865906, 49.273815, 53.598802], [37.531034, 38.689983, 50.765281, 53.014094, 69.011223], [30.728695, 35.079556, 41.408908, 41.931194, 116.154138], [27.073420, 31.997498, 32.914470, 33.495895, 183.970962], [12.456551, 14.241074, 15.179901, 15.664505, 103.722195], [34.072614, 36.443677, 45.574947, 46.951947, 103.072730]]
### 14
fourier: [[10.884338, 11.114797, 12.841110, 15.385673, 62.724924], [12.950738, 13.945779, 14.476472, 15.205406, 101.958564], [14.642425, 16.689943, 17.137649, 17.138983, 87.229344], [35.723828, 39.870643, 45.201520, 45.711963, 151.231022], [7.872563, 8.225687, 8.357564, 9.979596, 67.267819], [0.590097, 0.597783, 0.651689, 0.811988, 25.933919], [3.424078, 3.817103, 3.933760, 3.971722, 58.402057], [19.468124, 20.781616, 25.814956, 26.699733, 29.504735], [4.281345, 4.756982, 4.866872, 5.970832, 54.805353], [31.082654, 31.849378, 41.290493, 42.578809, 80.774896], [38.685076, 38.989240, 51.233704, 52.712484, 104.214404]]
### 16
fourier: [[24.126829, 25.828578, 26.053894, 34.337434, 35.369794]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
has_majority
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.132842, 22.593073, 22.650476, 23.389130, 28.477660], [40.663489, 41.492709, 45.403855, 53.773715, 346.284502], [18.916566, 19.480973, 21.313667, 22.986410, 53.645911], [32.229892, 33.533373, 33.997410, 34.769080, 199.479563], [18.722095, 19.370024, 20.284463, 22.341352, 25.144893], [24.039357, 24.880168, 26.647398, 28.245764, 55.913240], [15.357927, 15.960672, 18.754056, 22.281265, 75.690739], [8.487047, 8.863641, 10.992802, 11.145508, 111.214715], [18.651125, 18.914501, 19.277529, 26.409728, 31.085823], [25.513175, 28.674875, 29.778695, 33.328155, 235.858902], [30.206093, 30.563180, 31.246047, 35.943629, 84.820071]]
### 2
fourier: [[7.843300, 8.679719, 10.557491, 11.148233, 64.477349], [10.801134, 10.960321, 12.777422, 14.464543, 65.049355], [10.838229, 11.888711, 12.140394, 14.313080, 62.659243], [20.322823, 26.385027, 30.747350, 31.381968, 129.107996], [20.752446, 21.112081, 22.979575, 25.316624, 117.878218], [12.387690, 14.975608, 16.108988, 16.511140, 50.885889], [7.175200, 7.586484, 9.026964, 9.162458, 72.393953], [15.688515, 16.949555, 16.999025, 21.300389, 96.528255], [20.579382, 20.644523, 20.926448, 21.236630, 128.769667], [14.321049, 16.270029, 16.619149, 19.049986, 123.266973], [24.946165, 25.898909, 27.495365, 31.714734, 208.492005]]
### 4
fourier: [[15.676881, 17.685355, 18.158393, 21.591420, 160.349559], [24.922729, 31.535000, 32.033638, 34.232137, 183.283280], [7.452175, 8.080278, 8.193977, 8.917468, 43.048050], [7.896176, 8.222551, 10.402668, 10.427344, 66.628339], [16.343638, 17.833565, 19.329038, 21.523173, 168.207563], [7.032511, 7.114597, 7.207731, 8.647462, 61.107223], [28.383055, 33.220289, 34.555137, 35.151300, 139.864129], [6.348568, 7.161194, 7.266774, 9.900793, 14.894441], [3.294655, 3.818899, 4.369899, 4.524815, 75.531720], [2.676011, 2.814404, 2.959272, 3.043097, 44.356419], [22.081668, 28.913088, 29.121928, 30.909448, 115.436704]]
### 6
fourier: [[6.052151, 6.928354, 7.328167, 7.756902, 70.447879], [6.788672, 7.131371, 7.561535, 8.263632, 75.692227], [33.512639, 40.388824, 44.517224, 46.186900, 187.000184], [35.334498, 42.754777, 47.509473, 49.077718, 181.830294], [4.212079, 4.429390, 5.015721, 5.413582, 95.916002], [6.701868, 7.571464, 8.214215, 10.542939, 47.923402], [10.331159, 10.536619, 11.411143, 13.820124, 99.031176], [21.925315, 25.917428, 29.617604, 31.871505, 106.814883], [16.919305, 20.802618, 21.008703, 22.644175, 141.884183], [8.402358, 8.697716, 10.546015, 10.909033, 12.051276], [9.543029, 9.937001, 10.854854, 10.923539, 26.480896]]
### 8
fourier: [[1.852171, 2.012461, 2.013341, 2.247157, 46.614541], [7.378169, 8.428973, 9.291363, 9.890455, 73.174972], [6.363814, 7.779977, 7.810134, 8.177470, 87.013317], [21.196288, 25.091343, 27.637396, 29.235365, 142.543152], [22.874445, 23.075241, 31.191782, 35.738889, 137.753481], [24.579082, 29.536219, 31.719505, 32.671143, 158.139260], [37.947495, 44.018211, 51.908757, 54.962439, 164.562838], [14.508477, 14.791201, 20.620866, 23.255866, 43.202025], [37.741278, 44.640255, 50.445976, 52.689435, 209.738259], [36.298101, 41.703214, 49.214683, 51.688368, 167.880705], [1.637033, 1.727766, 1.741586, 2.170190, 43.799753]]
### 10
fourier: [[25.888045, 27.811765, 35.379829, 36.850905, 54.365845], [14.553480, 15.830633, 18.387138, 20.797994, 91.364432], [43.039668, 49.144808, 58.181773, 59.864849, 180.749751], [5.389756, 5.851633, 6.027281, 6.815884, 65.747082], [30.555139, 35.632922, 41.375073, 42.911509, 140.388531], [17.365430, 20.892973, 22.095082, 22.323579, 109.389447], [1.112521, 1.119315, 1.183526, 1.377731, 27.869933], [15.670371, 16.312156, 16.490936, 21.838237, 24.526798], [59.691554, 68.282282, 80.818158, 84.167491, 245.545324], [20.456021, 23.484925, 27.507964, 28.665611, 70.003041], [24.444814, 24.938374, 33.266723, 37.278105, 67.243110]]
### 12
fourier: [[15.999576, 16.034089, 20.318859, 23.733063, 28.584151], [10.044600, 10.990530, 11.193862, 11.587167, 121.225471], [15.341584, 15.658031, 20.528386, 21.276093, 45.496305], [39.971783, 43.862050, 53.551271, 54.129714, 134.010347], [17.298754, 18.705244, 20.039171, 21.864139, 140.351786], [33.883536, 34.199391, 37.865906, 49.273815, 53.598802], [37.531034, 38.689983, 50.765281, 53.014094, 69.011223], [30.728695, 35.079556, 41.408908, 41.931194, 116.154138], [27.073420, 31.997498, 32.914470, 33.495895, 183.970962], [12.456551, 14.241074, 15.179901, 15.664505, 103.722195], [34.072614, 36.443677, 45.574947, 46.951947, 103.072730]]
### 14
fourier: [[10.884338, 11.114797, 12.841110, 15.385673, 62.724924], [12.950738, 13.945779, 14.476472, 15.205406, 101.958564], [14.642425, 16.689943, 17.137649, 17.138983, 87.229344], [35.723828, 39.870643, 45.201520, 45.711963, 151.231022], [7.872563, 8.225687, 8.357564, 9.979596, 67.267819], [0.590097, 0.597783, 0.651689, 0.811988, 25.933919], [3.424078, 3.817103, 3.933760, 3.971722, 58.402057], [19.468124, 20.781616, 25.814956, 26.699733, 29.504735], [4.281345, 4.756982, 4.866872, 5.970832, 54.805353], [31.082654, 31.849378, 41.290493, 42.578809, 80.774896], [38.685076, 38.989240, 51.233704, 52.712484, 104.214404]]
### 16
fourier: [[24.126829, 25.828578, 26.053894, 34.337434, 35.369794]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
has_majority
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7074207961559296, "train_acc": 0.44, "val_loss": 0.6971319317817688, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6938663423061371, "train_acc": 0.535, "val_loss": 0.6865742206573486, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6811833381652832, "train_acc": 0.56, "val_loss": 0.6749308705329895, "val_acc": 0.56}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6678533554077148, "train_acc": 0.56, "val_loss": 0.6567150354385376, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.6956912279129028, "train_acc": 0.485, "val_loss": 0.6589097380638123, "val_acc": 0.56}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.6689138114452362, "train_acc": 0.515, "val_loss": 0.6234522461891174, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.6381438970565796, "train_acc": 0.74, "val_loss": 0.5416974425315857, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.6084499657154083, "train_acc": 0.755, "val_loss": 0.49092867970466614, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.5840260982513428, "train_acc": 0.765, "val_loss": 0.4975144863128662, "val_acc": 0.8}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.5443824231624603, "train_acc": 0.74, "val_loss": 0.4829873740673065, "val_acc": 0.82}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.5055827498435974, "train_acc": 0.76, "val_loss": 0.39599528908729553, "val_acc": 0.84}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.46031859517097473, "train_acc": 0.795, "val_loss": 0.33630669116973877, "val_acc": 0.88}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.47058603167533875, "train_acc": 0.81, "val_loss": 0.36727210879325867, "val_acc": 0.84}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.39838968217372894, "train_acc": 0.865, "val_loss": 0.302440345287323, "val_acc": 0.88}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["has_majority"], "degraded_stage": {"initial_val_loss": 0.6971319317817688, "final_val_loss": 0.6567150354385376, "initial_val_acc": 0.44, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.6589097380638123, "final_val_loss": 0.302440345287323, "initial_val_acc": 0.56, "final_val_acc": 0.88, "best_val_acc": 0.88, "best_epoch": 11}, "improvement": 0.31999999999999995, "first_improvement_epoch": 3}}
|
9,921
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.54, "improved_accuracy": 0.94, "improvement": 0.3999999999999999, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 5306, "learning_rate": 0.028577800101406238, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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0.206672,
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0.071431,
0.146391,
-0.232297,
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0.223175
]
],
"network.20.bias": [
-0.067641
]
}
## Activation Signature
### 0
fourier: [[16.999407, 17.189663, 17.497556, 17.670835, 131.991305], [22.930572, 25.984540, 26.431921, 27.615271, 51.308655], [26.063232, 26.088625, 28.305591, 29.332305, 56.474036], [23.755570, 23.954640, 27.240153, 27.604284, 105.903928], [20.219841, 20.758237, 22.278874, 24.927727, 31.745810], [27.545567, 27.877396, 28.106999, 28.378590, 30.182925], [37.418747, 38.661101, 38.831652, 40.468865, 172.605428], [31.932558, 32.191781, 33.179738, 33.491271, 142.098013], [18.936775, 20.364617, 20.664816, 21.997628, 110.524467], [29.102483, 30.630718, 30.684804, 32.910687, 118.147288], [24.629230, 24.927901, 27.353926, 29.233029, 40.437143], [30.357739, 31.022001, 32.111503, 33.005341, 86.951774], [20.803591, 20.882898, 21.076298, 22.838213, 148.256491], [9.013162, 9.201903, 10.060963, 10.246514, 12.001266], [25.276918, 27.338073, 28.003829, 37.338129, 102.396583]]
### 2
fourier: [[60.333148, 61.502910, 63.467566, 65.373207, 263.734502], [16.992048, 18.007443, 18.490340, 20.056612, 111.808876], [23.327224, 23.438258, 23.915337, 24.056716, 55.365393], [44.324465, 44.918998, 46.493498, 46.516436, 141.597093], [58.075179, 59.402298, 61.200854, 62.449421, 293.908302], [49.874905, 51.113143, 51.270280, 51.429799, 206.613342], [9.904116, 10.325763, 11.762428, 12.195034, 79.765502], [24.202542, 24.915665, 25.218496, 26.157304, 110.677693], [33.556627, 33.790461, 35.203739, 37.535116, 148.424844], [21.762993, 22.181908, 22.542723, 22.908879, 23.059610], [31.275728, 32.212087, 32.489042, 34.133757, 150.974136], [74.047606, 76.348578, 76.404849, 77.094665, 351.128740], [45.879633, 46.465912, 49.405014, 51.930298, 173.346526], [52.196027, 52.498350, 53.176548, 54.318358, 190.979974], [52.330073, 53.028939, 54.458002, 56.349395, 190.484097]]
### 4
fourier: [[28.876945, 30.293155, 30.831657, 32.000274, 146.833919], [54.192454, 54.946192, 55.100577, 60.857604, 301.133584], [34.018237, 35.279399, 35.514750, 35.691964, 152.656785], [8.477441, 8.731635, 8.785904, 10.998736, 37.099658], [21.356906, 22.218857, 23.105042, 24.891045, 81.403784], [59.964752, 60.491825, 60.757509, 62.375523, 267.790934], [54.930666, 57.068140, 57.399493, 59.362489, 250.695686], [34.139195, 34.165932, 35.024564, 35.623527, 142.409564], [2.012354, 2.057608, 2.201213, 2.473837, 15.352869], [43.454502, 44.090991, 44.906567, 45.827845, 196.236225], [83.735256, 85.793189, 87.592084, 90.477351, 408.938620], [77.274265, 78.599491, 79.889190, 83.365391, 358.791758], [23.480535, 23.568786, 24.219497, 25.654202, 101.251530], [68.813105, 68.971695, 69.890961, 75.144152, 277.441526], [61.430545, 63.765477, 64.367026, 68.851600, 307.555218]]
### 6
fourier: [[21.881029, 21.933542, 23.087493, 23.205743, 123.287359], [19.382264, 19.778458, 20.502175, 20.950294, 71.398070], [167.414384, 169.923520, 175.942792, 177.857464, 732.172451], [89.209779, 90.454061, 92.302911, 93.114423, 377.759187], [58.652444, 59.236173, 59.916536, 60.465536, 271.339286], [62.488802, 63.421801, 65.053018, 65.058622, 267.391888], [8.202591, 8.326471, 9.265835, 9.801411, 23.494961], [137.971258, 139.866834, 145.131257, 145.363259, 581.487242], [75.986911, 76.861533, 78.593905, 79.849105, 320.792019], [54.384800, 56.652311, 56.694361, 56.991433, 218.758529], [86.582347, 87.863835, 88.477372, 90.734673, 398.737207], [6.462701, 6.492085, 6.755045, 7.401234, 50.547953], [106.182172, 107.763434, 109.898141, 110.850438, 453.047440], [157.540830, 157.711289, 166.064980, 167.859846, 686.579219], [56.641935, 57.563112, 58.974639, 59.858948, 267.852173]]
### 8
fourier: [[63.092499, 64.139393, 66.635060, 67.461559, 294.684899], [11.139982, 12.174085, 13.210857, 14.674046, 40.308877], [33.318992, 33.712442, 34.595161, 36.023784, 164.951164], [5.959765, 6.787177, 6.978644, 8.475170, 30.110556], [118.434096, 121.029216, 121.645118, 122.527755, 510.216644], [98.504739, 99.225206, 99.465562, 99.879387, 418.832643], [124.481413, 125.092273, 132.101026, 133.669320, 520.595301], [87.808650, 88.429973, 92.283748, 93.550119, 408.171955], [106.216439, 108.799486, 109.428721, 110.306051, 455.066939], [19.167082, 19.939260, 22.215912, 23.344986, 82.601203], [88.670716, 89.233126, 93.318072, 94.629898, 413.412739], [66.057677, 67.712133, 68.084191, 69.670134, 323.204972], [35.511709, 36.367619, 38.357348, 38.712152, 161.664619], [19.467450, 19.898804, 19.958143, 20.079082, 52.171247], [3.358839, 3.669806, 3.718167, 3.861493, 11.465350]]
### 10
fourier: [[69.744484, 70.832852, 74.225207, 75.568940, 328.264847], [114.766772, 115.233926, 122.361852, 123.885626, 492.100838], [79.491998, 81.177247, 85.541697, 86.794060, 377.585339], [66.183962, 66.219969, 67.280674, 69.370514, 317.489406], [62.787191, 63.637395, 63.773592, 67.076016, 280.798091], [11.201734, 12.359234, 12.947304, 13.420746, 13.501323], [104.918183, 108.344025, 108.483668, 109.772364, 483.247521], [41.427752, 41.525675, 44.719880, 48.360634, 205.176221], [78.898993, 79.541206, 83.491383, 84.668845, 337.629524], [97.018536, 98.287805, 98.497708, 103.798885, 430.577671], [114.163829, 114.488385, 116.057576, 119.198806, 505.503001], [88.016787, 88.441727, 93.240944, 94.278844, 391.137094], [83.529008, 84.822268, 85.870302, 90.521611, 371.766294], [29.205727, 31.919770, 33.706889, 37.543027, 128.887835], [75.966322, 76.284540, 80.260691, 81.405879, 356.394403]]
### 12
fourier: [[66.621184, 66.736161, 70.229262, 71.468046, 286.676780], [82.366913, 83.593635, 84.371317, 90.066528, 351.236266], [166.091129, 167.364393, 176.622326, 179.000430, 753.818936], [69.574637, 70.735621, 72.857141, 78.315840, 314.201408], [54.090388, 54.099870, 57.011913, 58.074276, 255.541204], [143.005323, 147.134393, 150.172508, 152.385217, 617.119377], [93.245920, 93.759930, 100.472005, 110.288678, 376.833590], [112.027209, 114.169890, 120.666964, 122.944312, 513.110753], [105.560664, 106.307499, 107.056020, 113.377783, 450.119747], [98.796895, 100.357173, 103.840200, 112.335356, 406.987726], [11.072887, 12.350255, 12.555402, 14.725030, 26.129741], [71.913290, 72.462744, 72.808153, 77.636769, 318.981520], [175.600384, 178.453831, 189.400651, 192.324686, 782.810558], [61.826477, 62.728217, 65.866033, 67.090561, 277.869373], [75.443404, 78.161074, 78.267762, 79.223256, 325.005855]]
### 14
fourier: [[98.682155, 102.255021, 104.690852, 106.129476, 430.053823], [74.494904, 76.098524, 78.089438, 84.371713, 309.484740], [128.350506, 130.478315, 131.812127, 142.013879, 534.081632], [30.485661, 31.288562, 32.761165, 33.317084, 124.948411], [64.172806, 65.481980, 65.774117, 70.751078, 271.194243], [251.518734, 255.477820, 268.558233, 272.332348, 1117.274940], [138.598996, 142.927346, 147.155443, 149.313175, 611.434643], [141.738329, 144.275280, 146.568420, 149.670705, 578.497979], [229.119772, 231.815955, 246.498477, 250.088291, 1037.487919], [27.846036, 28.383392, 28.506908, 29.260096, 149.311433], [109.637967, 114.074557, 114.579023, 116.323410, 457.000422], [27.346654, 31.167786, 32.178694, 36.879064, 107.050971], [4.389296, 4.389318, 4.543180, 4.979637, 22.875073], [128.965204, 132.963294, 136.143079, 138.131027, 567.902399], [93.131390, 93.908141, 97.393769, 99.267333, 407.290734]]
### 16
fourier: [[104.367734, 106.405214, 106.890363, 115.212624, 437.994780], [25.107387, 25.747377, 25.765643, 26.578090, 92.816705], [112.504276, 113.231948, 120.663461, 122.593635, 512.039560], [202.135861, 209.952101, 212.032464, 212.948551, 902.125224], [37.321080, 38.069027, 40.062761, 40.890519, 153.409630], [264.917477, 272.937978, 281.489070, 285.509378, 1191.259145], [162.505260, 163.542911, 166.088466, 172.812250, 672.424056], [36.986073, 42.125879, 43.134967, 49.869633, 132.795565], [162.020549, 169.066800, 169.105364, 171.780790, 689.845902], [39.855253, 40.787285, 41.582123, 45.447807, 159.219190], [16.987748, 17.317254, 18.190518, 18.715111, 77.471164], [78.945612, 80.274643, 81.903499, 88.695648, 325.110619], [22.151590, 22.538962, 23.816424, 24.253488, 82.685250], [77.690471, 78.102948, 78.827895, 83.247585, 329.886070], [153.267882, 154.211579, 165.003107, 167.123013, 685.876885]]
### 18
fourier: [[16.097015, 16.135561, 17.608156, 19.337215, 37.591746], [134.977158, 140.123700, 142.162026, 142.162540, 595.979606], [48.212674, 48.863236, 51.261898, 52.202411, 215.293305], [58.802104, 59.699269, 62.247634, 69.277352, 272.993840], [72.659121, 74.975304, 75.749502, 76.411976, 328.588239], [73.238234, 73.532960, 74.455291, 79.108904, 319.977541], [20.136101, 21.234536, 23.391302, 24.566554, 69.404709], [133.802477, 136.435981, 137.286210, 148.218462, 582.897486], [83.981821, 85.874603, 90.984714, 101.051315, 337.595780], [199.880439, 207.247783, 211.035311, 214.049999, 898.897832], [113.094530, 114.087177, 120.652835, 122.467440, 522.641591], [73.043655, 73.870193, 77.005735, 84.882101, 334.029846], [64.577620, 66.822372, 70.265232, 78.188972, 276.511584], [130.503105, 133.444642, 138.328799, 140.433337, 570.357524], [83.751314, 85.818550, 90.557881, 101.017537, 334.713670]]
### 20
fourier: [[134.220991, 136.780670, 138.121195, 149.770374, 581.438397]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[16.999407, 17.189663, 17.497556, 17.670835, 131.991305], [22.930572, 25.984540, 26.431921, 27.615271, 51.308655], [26.063232, 26.088625, 28.305591, 29.332305, 56.474036], [23.755570, 23.954640, 27.240153, 27.604284, 105.903928], [20.219841, 20.758237, 22.278874, 24.927727, 31.745810], [27.545567, 27.877396, 28.106999, 28.378590, 30.182925], [37.418747, 38.661101, 38.831652, 40.468865, 172.605428], [31.932558, 32.191781, 33.179738, 33.491271, 142.098013], [18.936775, 20.364617, 20.664816, 21.997628, 110.524467], [29.102483, 30.630718, 30.684804, 32.910687, 118.147288], [24.629230, 24.927901, 27.353926, 29.233029, 40.437143], [30.357739, 31.022001, 32.111503, 33.005341, 86.951774], [20.803591, 20.882898, 21.076298, 22.838213, 148.256491], [9.013162, 9.201903, 10.060963, 10.246514, 12.001266], [25.276918, 27.338073, 28.003829, 37.338129, 102.396583]]
### 2
fourier: [[60.333148, 61.502910, 63.467566, 65.373207, 263.734502], [16.992048, 18.007443, 18.490340, 20.056612, 111.808876], [23.327224, 23.438258, 23.915337, 24.056716, 55.365393], [44.324465, 44.918998, 46.493498, 46.516436, 141.597093], [58.075179, 59.402298, 61.200854, 62.449421, 293.908302], [49.874905, 51.113143, 51.270280, 51.429799, 206.613342], [9.904116, 10.325763, 11.762428, 12.195034, 79.765502], [24.202542, 24.915665, 25.218496, 26.157304, 110.677693], [33.556627, 33.790461, 35.203739, 37.535116, 148.424844], [21.762993, 22.181908, 22.542723, 22.908879, 23.059610], [31.275728, 32.212087, 32.489042, 34.133757, 150.974136], [74.047606, 76.348578, 76.404849, 77.094665, 351.128740], [45.879633, 46.465912, 49.405014, 51.930298, 173.346526], [52.196027, 52.498350, 53.176548, 54.318358, 190.979974], [52.330073, 53.028939, 54.458002, 56.349395, 190.484097]]
### 4
fourier: [[28.876945, 30.293155, 30.831657, 32.000274, 146.833919], [54.192454, 54.946192, 55.100577, 60.857604, 301.133584], [34.018237, 35.279399, 35.514750, 35.691964, 152.656785], [8.477441, 8.731635, 8.785904, 10.998736, 37.099658], [21.356906, 22.218857, 23.105042, 24.891045, 81.403784], [59.964752, 60.491825, 60.757509, 62.375523, 267.790934], [54.930666, 57.068140, 57.399493, 59.362489, 250.695686], [34.139195, 34.165932, 35.024564, 35.623527, 142.409564], [2.012354, 2.057608, 2.201213, 2.473837, 15.352869], [43.454502, 44.090991, 44.906567, 45.827845, 196.236225], [83.735256, 85.793189, 87.592084, 90.477351, 408.938620], [77.274265, 78.599491, 79.889190, 83.365391, 358.791758], [23.480535, 23.568786, 24.219497, 25.654202, 101.251530], [68.813105, 68.971695, 69.890961, 75.144152, 277.441526], [61.430545, 63.765477, 64.367026, 68.851600, 307.555218]]
### 6
fourier: [[21.881029, 21.933542, 23.087493, 23.205743, 123.287359], [19.382264, 19.778458, 20.502175, 20.950294, 71.398070], [167.414384, 169.923520, 175.942792, 177.857464, 732.172451], [89.209779, 90.454061, 92.302911, 93.114423, 377.759187], [58.652444, 59.236173, 59.916536, 60.465536, 271.339286], [62.488802, 63.421801, 65.053018, 65.058622, 267.391888], [8.202591, 8.326471, 9.265835, 9.801411, 23.494961], [137.971258, 139.866834, 145.131257, 145.363259, 581.487242], [75.986911, 76.861533, 78.593905, 79.849105, 320.792019], [54.384800, 56.652311, 56.694361, 56.991433, 218.758529], [86.582347, 87.863835, 88.477372, 90.734673, 398.737207], [6.462701, 6.492085, 6.755045, 7.401234, 50.547953], [106.182172, 107.763434, 109.898141, 110.850438, 453.047440], [157.540830, 157.711289, 166.064980, 167.859846, 686.579219], [56.641935, 57.563112, 58.974639, 59.858948, 267.852173]]
### 8
fourier: [[63.092499, 64.139393, 66.635060, 67.461559, 294.684899], [11.139982, 12.174085, 13.210857, 14.674046, 40.308877], [33.318992, 33.712442, 34.595161, 36.023784, 164.951164], [5.959765, 6.787177, 6.978644, 8.475170, 30.110556], [118.434096, 121.029216, 121.645118, 122.527755, 510.216644], [98.504739, 99.225206, 99.465562, 99.879387, 418.832643], [124.481413, 125.092273, 132.101026, 133.669320, 520.595301], [87.808650, 88.429973, 92.283748, 93.550119, 408.171955], [106.216439, 108.799486, 109.428721, 110.306051, 455.066939], [19.167082, 19.939260, 22.215912, 23.344986, 82.601203], [88.670716, 89.233126, 93.318072, 94.629898, 413.412739], [66.057677, 67.712133, 68.084191, 69.670134, 323.204972], [35.511709, 36.367619, 38.357348, 38.712152, 161.664619], [19.467450, 19.898804, 19.958143, 20.079082, 52.171247], [3.358839, 3.669806, 3.718167, 3.861493, 11.465350]]
### 10
fourier: [[69.744484, 70.832852, 74.225207, 75.568940, 328.264847], [114.766772, 115.233926, 122.361852, 123.885626, 492.100838], [79.491998, 81.177247, 85.541697, 86.794060, 377.585339], [66.183962, 66.219969, 67.280674, 69.370514, 317.489406], [62.787191, 63.637395, 63.773592, 67.076016, 280.798091], [11.201734, 12.359234, 12.947304, 13.420746, 13.501323], [104.918183, 108.344025, 108.483668, 109.772364, 483.247521], [41.427752, 41.525675, 44.719880, 48.360634, 205.176221], [78.898993, 79.541206, 83.491383, 84.668845, 337.629524], [97.018536, 98.287805, 98.497708, 103.798885, 430.577671], [114.163829, 114.488385, 116.057576, 119.198806, 505.503001], [88.016787, 88.441727, 93.240944, 94.278844, 391.137094], [83.529008, 84.822268, 85.870302, 90.521611, 371.766294], [29.205727, 31.919770, 33.706889, 37.543027, 128.887835], [75.966322, 76.284540, 80.260691, 81.405879, 356.394403]]
### 12
fourier: [[66.621184, 66.736161, 70.229262, 71.468046, 286.676780], [82.366913, 83.593635, 84.371317, 90.066528, 351.236266], [166.091129, 167.364393, 176.622326, 179.000430, 753.818936], [69.574637, 70.735621, 72.857141, 78.315840, 314.201408], [54.090388, 54.099870, 57.011913, 58.074276, 255.541204], [143.005323, 147.134393, 150.172508, 152.385217, 617.119377], [93.245920, 93.759930, 100.472005, 110.288678, 376.833590], [112.027209, 114.169890, 120.666964, 122.944312, 513.110753], [105.560664, 106.307499, 107.056020, 113.377783, 450.119747], [98.796895, 100.357173, 103.840200, 112.335356, 406.987726], [11.072887, 12.350255, 12.555402, 14.725030, 26.129741], [71.913290, 72.462744, 72.808153, 77.636769, 318.981520], [175.600384, 178.453831, 189.400651, 192.324686, 782.810558], [61.826477, 62.728217, 65.866033, 67.090561, 277.869373], [75.443404, 78.161074, 78.267762, 79.223256, 325.005855]]
### 14
fourier: [[98.682155, 102.255021, 104.690852, 106.129476, 430.053823], [74.494904, 76.098524, 78.089438, 84.371713, 309.484740], [128.350506, 130.478315, 131.812127, 142.013879, 534.081632], [30.485661, 31.288562, 32.761165, 33.317084, 124.948411], [64.172806, 65.481980, 65.774117, 70.751078, 271.194243], [251.518734, 255.477820, 268.558233, 272.332348, 1117.274940], [138.598996, 142.927346, 147.155443, 149.313175, 611.434643], [141.738329, 144.275280, 146.568420, 149.670705, 578.497979], [229.119772, 231.815955, 246.498477, 250.088291, 1037.487919], [27.846036, 28.383392, 28.506908, 29.260096, 149.311433], [109.637967, 114.074557, 114.579023, 116.323410, 457.000422], [27.346654, 31.167786, 32.178694, 36.879064, 107.050971], [4.389296, 4.389318, 4.543180, 4.979637, 22.875073], [128.965204, 132.963294, 136.143079, 138.131027, 567.902399], [93.131390, 93.908141, 97.393769, 99.267333, 407.290734]]
### 16
fourier: [[104.367734, 106.405214, 106.890363, 115.212624, 437.994780], [25.107387, 25.747377, 25.765643, 26.578090, 92.816705], [112.504276, 113.231948, 120.663461, 122.593635, 512.039560], [202.135861, 209.952101, 212.032464, 212.948551, 902.125224], [37.321080, 38.069027, 40.062761, 40.890519, 153.409630], [264.917477, 272.937978, 281.489070, 285.509378, 1191.259145], [162.505260, 163.542911, 166.088466, 172.812250, 672.424056], [36.986073, 42.125879, 43.134967, 49.869633, 132.795565], [162.020549, 169.066800, 169.105364, 171.780790, 689.845902], [39.855253, 40.787285, 41.582123, 45.447807, 159.219190], [16.987748, 17.317254, 18.190518, 18.715111, 77.471164], [78.945612, 80.274643, 81.903499, 88.695648, 325.110619], [22.151590, 22.538962, 23.816424, 24.253488, 82.685250], [77.690471, 78.102948, 78.827895, 83.247585, 329.886070], [153.267882, 154.211579, 165.003107, 167.123013, 685.876885]]
### 18
fourier: [[16.097015, 16.135561, 17.608156, 19.337215, 37.591746], [134.977158, 140.123700, 142.162026, 142.162540, 595.979606], [48.212674, 48.863236, 51.261898, 52.202411, 215.293305], [58.802104, 59.699269, 62.247634, 69.277352, 272.993840], [72.659121, 74.975304, 75.749502, 76.411976, 328.588239], [73.238234, 73.532960, 74.455291, 79.108904, 319.977541], [20.136101, 21.234536, 23.391302, 24.566554, 69.404709], [133.802477, 136.435981, 137.286210, 148.218462, 582.897486], [83.981821, 85.874603, 90.984714, 101.051315, 337.595780], [199.880439, 207.247783, 211.035311, 214.049999, 898.897832], [113.094530, 114.087177, 120.652835, 122.467440, 522.641591], [73.043655, 73.870193, 77.005735, 84.882101, 334.029846], [64.577620, 66.822372, 70.265232, 78.188972, 276.511584], [130.503105, 133.444642, 138.328799, 140.433337, 570.357524], [83.751314, 85.818550, 90.557881, 101.017537, 334.713670]]
### 20
fourier: [[134.220991, 136.780670, 138.121195, 149.770374, 581.438397]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6891040205955505, "train_acc": 0.56, "val_loss": 0.695956826210022, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6833992302417755, "train_acc": 0.56, "val_loss": 0.6959025859832764, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.679715096950531, "train_acc": 0.56, "val_loss": 0.696696400642395, "val_acc": 0.52}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6801409125328064, "train_acc": 0.56, "val_loss": 0.6873989701271057, "val_acc": 0.52}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6439339518547058, "train_acc": 0.56, "val_loss": 0.6003654599189758, "val_acc": 0.54}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.4995802044868469, "train_acc": 0.6, "val_loss": 0.447614848613739, "val_acc": 0.86}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.341975137591362, "train_acc": 0.875, "val_loss": 0.3531917333602905, "val_acc": 0.86}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.33181848376989365, "train_acc": 0.865, "val_loss": 0.32218921184539795, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.3133935183286667, "train_acc": 0.885, "val_loss": 0.3907458782196045, "val_acc": 0.88}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.3295048177242279, "train_acc": 0.895, "val_loss": 0.3462756276130676, "val_acc": 0.86}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.20189529657363892, "train_acc": 0.895, "val_loss": 0.3118085563182831, "val_acc": 0.94}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.1841168850660324, "train_acc": 0.91, "val_loss": 0.3064354360103607, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.24101348221302032, "train_acc": 0.905, "val_loss": 0.18624387681484222, "val_acc": 0.94}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.23754599690437317, "train_acc": 0.89, "val_loss": 0.20445238053798676, "val_acc": 0.88}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.1973014622926712, "train_acc": 0.895, "val_loss": 0.3111073076725006, "val_acc": 0.92}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.695956826210022, "final_val_loss": 0.6003654599189758, "initial_val_acc": 0.52, "final_val_acc": 0.54, "best_val_acc": 0.54}, "improved_stage": {"initial_val_loss": 0.447614848613739, "final_val_loss": 0.3111073076725006, "initial_val_acc": 0.86, "final_val_acc": 0.92, "best_val_acc": 0.94, "best_epoch": 10}, "improvement": 0.3999999999999999, "first_improvement_epoch": 4}}
|
9,922
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.46, "improved_accuracy": 0.92, "improvement": 0.46, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4522, "learning_rate": 0.0945926491284993, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
"network.0.weight": [
[
0.138022,
-0.457313,
-0.079293,
-0.660501,
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## Activation Signature
### 0
fourier: [[31.410261, 33.287541, 33.440610, 37.878346, 302.019738], [45.896941, 48.243844, 50.843920, 58.390965, 174.716807], [56.100221, 58.654775, 59.464680, 68.933172, 418.826390], [15.191571, 15.356923, 15.568240, 16.428817, 115.775776], [54.354786, 56.771070, 59.974403, 62.787962, 109.503928], [51.339392, 51.995154, 54.467223, 61.426926, 191.441510], [21.259464, 23.048127, 26.844806, 29.583958, 140.716852], [37.096688, 40.138461, 41.277944, 46.000202, 78.469235], [26.676923, 31.903222, 34.064090, 35.259172, 233.382231], [62.363854, 66.533924, 67.687916, 75.545386, 202.213663], [27.561599, 27.963060, 34.730993, 35.930057, 260.715817]]
### 2
fourier: [[27.444347, 27.535944, 27.600597, 28.657391, 183.233584], [8.314121, 10.108286, 10.196690, 10.918214, 77.718871], [83.088908, 92.459651, 95.859674, 114.523132, 283.358765], [50.445531, 54.568361, 56.382309, 56.656056, 407.165434], [135.629096, 149.264876, 151.094747, 165.138793, 468.271059], [24.835645, 26.005318, 26.113962, 28.759737, 223.000017], [177.144712, 193.598861, 194.014286, 210.118169, 713.231009], [113.900412, 123.303406, 126.080291, 145.886866, 522.841995], [95.068151, 103.925197, 107.917065, 134.731991, 327.646460], [121.060070, 136.211644, 138.191069, 154.710051, 556.210828], [21.123169, 22.491511, 22.689550, 24.088945, 157.480392]]
### 4
fourier: [[58.962413, 59.012169, 60.232047, 66.884458, 263.786484], [149.435266, 168.436135, 168.843288, 188.011933, 585.300108], [148.359836, 168.832889, 169.374644, 190.098783, 637.316881], [58.436536, 58.964077, 60.902291, 65.294917, 305.135361], [249.218063, 259.044170, 263.556952, 265.286058, 1100.740783], [485.356984, 514.994435, 518.653605, 523.105720, 2065.138355], [449.085098, 475.410254, 477.763151, 480.790333, 1871.299782], [52.931186, 57.152143, 57.277216, 58.012222, 255.566252], [343.047066, 363.300011, 365.002423, 367.801739, 1393.845091], [214.907051, 215.364560, 221.958184, 224.272582, 906.134312], [38.773144, 42.332012, 42.783882, 42.800448, 201.492666]]
### 6
fourier: [[991.847679, 1011.309452, 1032.158731, 1040.283658, 4204.692442], [289.289695, 290.560762, 299.855125, 302.750030, 1247.927379], [173.920894, 177.230955, 180.966694, 182.495624, 733.548568], [389.248166, 412.580729, 414.598616, 417.736183, 1607.321096], [814.756354, 864.927951, 869.059352, 878.057785, 3389.939737], [515.360804, 545.583009, 548.529819, 551.165086, 2135.549065], [852.572574, 909.555587, 913.165313, 931.207922, 3562.962484], [265.184087, 281.704959, 285.318403, 288.656836, 1260.882402], [701.556568, 704.814432, 727.332005, 733.809935, 2965.671270], [568.148075, 571.701742, 589.677099, 595.113627, 2476.816141], [687.208405, 723.604619, 724.078909, 727.923398, 2851.497740]]
### 8
fourier: [[650.338879, 670.293016, 679.377109, 684.291104, 2717.559831], [833.185095, 857.867576, 870.055821, 876.433267, 3521.301116], [904.500418, 932.976589, 945.137061, 951.860210, 3798.460201], [139.103724, 142.829019, 145.117279, 146.246759, 602.908721], [813.936240, 838.537260, 850.151502, 856.357802, 3409.382930], [518.920123, 535.312357, 542.250859, 546.058005, 2195.223545], [1473.895448, 1519.442266, 1539.806375, 1550.827564, 6129.758611], [669.580390, 690.600536, 699.636811, 704.545768, 2806.960130], [537.362275, 554.371251, 561.530542, 565.477191, 2273.207728], [2064.235421, 2128.195458, 2156.625162, 2172.169871, 8601.187483], [876.753438, 904.855597, 916.326161, 922.788450, 3642.867045]]
### 10
fourier: [[1971.978628, 2028.788742, 2058.588610, 2073.724476, 8176.869725], [1932.267080, 1988.122455, 2017.214078, 2032.039193, 8025.984558], [1509.469720, 1553.177520, 1575.856081, 1587.437137, 6260.152004], [2269.710272, 2334.895130, 2369.317056, 2386.741451, 9435.495373], [2117.454418, 2178.754194, 2210.571640, 2226.818431, 8790.285795], [612.040195, 629.635781, 638.908960, 643.606675, 2566.632402], [1650.747277, 1698.429739, 1723.300656, 1735.967333, 6932.484876], [622.102076, 639.973303, 649.403126, 654.179593, 2614.015540], [1726.939734, 1776.928549, 1802.882571, 1816.132385, 7144.216893], [501.298285, 515.745759, 523.319379, 527.166471, 2102.570726], [2239.116553, 2303.968993, 2337.599678, 2354.777596, 9288.705511]]
### 12
fourier: [[1655.729682, 1701.228041, 1727.611489, 1740.491413, 6888.344366], [3036.553985, 3118.367933, 3167.768065, 3191.545505, 12608.632840], [7707.943549, 7916.690802, 8041.426000, 8101.702168, 31977.227930], [1057.175687, 1086.384122, 1103.131205, 1111.346592, 4401.878312], [1796.108690, 1845.282584, 1874.017690, 1888.014177, 7479.297810], [1233.425818, 1266.518325, 1286.668325, 1296.333573, 5123.309604], [1713.566288, 1760.641645, 1787.957468, 1801.300859, 7141.538070], [2030.145202, 2084.435719, 2117.713912, 2133.645163, 8440.811158], [2386.675789, 2451.603321, 2490.043852, 2508.678844, 9916.917935], [3708.258450, 3808.092077, 3868.472867, 3897.535862, 15356.583747], [756.965536, 777.572521, 789.753536, 795.663663, 3160.559438]]
### 14
fourier: [[4625.850742, 4748.406600, 4824.951560, 4861.351250, 19216.160054], [4872.528755, 5002.304580, 5082.506592, 5120.788167, 20243.064002], [3598.490755, 3694.833061, 3753.754406, 3781.983291, 14946.387298], [5962.885664, 6120.660772, 6219.456292, 6266.394481, 24708.928699], [2325.204253, 2387.138863, 2425.408893, 2443.676781, 9648.415018], [2648.662004, 2718.803149, 2762.650607, 2783.495069, 11002.112760], [4189.297686, 4299.874863, 4369.452049, 4402.452518, 17441.209625], [753.863799, 773.235906, 786.082686, 792.066652, 3138.034398], [3980.051105, 4085.504556, 4151.358661, 4182.676336, 16564.170925], [2910.253962, 2988.327815, 3035.882494, 3058.698616, 12082.724234], [910.713981, 934.407956, 949.747018, 956.950793, 3779.351160]]
### 16
fourier: [[1238.202311, 1270.425790, 1291.274401, 1301.065076, 5060.141170], [769.622498, 789.651438, 802.610230, 808.695744, 3210.565570], [1598.882500, 1640.492456, 1667.414171, 1680.056826, 6649.109026], [990.264469, 1016.035521, 1032.709401, 1040.539597, 4092.831957], [1610.973202, 1652.897821, 1680.023046, 1692.761332, 6687.369117], [810.321348, 831.409456, 845.053487, 851.460850, 3370.910040], [2550.577497, 2616.954696, 2659.900804, 2680.068726, 10590.835354], [2887.361458, 2962.503351, 3011.120045, 3033.950975, 11934.075511], [1747.254226, 1792.725506, 1822.145402, 1835.961225, 7260.838049], [923.424548, 947.456120, 963.004549, 970.306214, 3838.518858], [2985.286654, 3062.976922, 3113.242644, 3136.847738, 12379.873890]]
### 18
fourier: [[1137.361150, 1168.448920, 1186.632194, 1195.443582, 4627.784522]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[31.410261, 33.287541, 33.440610, 37.878346, 302.019738], [45.896941, 48.243844, 50.843920, 58.390965, 174.716807], [56.100221, 58.654775, 59.464680, 68.933172, 418.826390], [15.191571, 15.356923, 15.568240, 16.428817, 115.775776], [54.354786, 56.771070, 59.974403, 62.787962, 109.503928], [51.339392, 51.995154, 54.467223, 61.426926, 191.441510], [21.259464, 23.048127, 26.844806, 29.583958, 140.716852], [37.096688, 40.138461, 41.277944, 46.000202, 78.469235], [26.676923, 31.903222, 34.064090, 35.259172, 233.382231], [62.363854, 66.533924, 67.687916, 75.545386, 202.213663], [27.561599, 27.963060, 34.730993, 35.930057, 260.715817]]
### 2
fourier: [[27.444347, 27.535944, 27.600597, 28.657391, 183.233584], [8.314121, 10.108286, 10.196690, 10.918214, 77.718871], [83.088908, 92.459651, 95.859674, 114.523132, 283.358765], [50.445531, 54.568361, 56.382309, 56.656056, 407.165434], [135.629096, 149.264876, 151.094747, 165.138793, 468.271059], [24.835645, 26.005318, 26.113962, 28.759737, 223.000017], [177.144712, 193.598861, 194.014286, 210.118169, 713.231009], [113.900412, 123.303406, 126.080291, 145.886866, 522.841995], [95.068151, 103.925197, 107.917065, 134.731991, 327.646460], [121.060070, 136.211644, 138.191069, 154.710051, 556.210828], [21.123169, 22.491511, 22.689550, 24.088945, 157.480392]]
### 4
fourier: [[58.962413, 59.012169, 60.232047, 66.884458, 263.786484], [149.435266, 168.436135, 168.843288, 188.011933, 585.300108], [148.359836, 168.832889, 169.374644, 190.098783, 637.316881], [58.436536, 58.964077, 60.902291, 65.294917, 305.135361], [249.218063, 259.044170, 263.556952, 265.286058, 1100.740783], [485.356984, 514.994435, 518.653605, 523.105720, 2065.138355], [449.085098, 475.410254, 477.763151, 480.790333, 1871.299782], [52.931186, 57.152143, 57.277216, 58.012222, 255.566252], [343.047066, 363.300011, 365.002423, 367.801739, 1393.845091], [214.907051, 215.364560, 221.958184, 224.272582, 906.134312], [38.773144, 42.332012, 42.783882, 42.800448, 201.492666]]
### 6
fourier: [[991.847679, 1011.309452, 1032.158731, 1040.283658, 4204.692442], [289.289695, 290.560762, 299.855125, 302.750030, 1247.927379], [173.920894, 177.230955, 180.966694, 182.495624, 733.548568], [389.248166, 412.580729, 414.598616, 417.736183, 1607.321096], [814.756354, 864.927951, 869.059352, 878.057785, 3389.939737], [515.360804, 545.583009, 548.529819, 551.165086, 2135.549065], [852.572574, 909.555587, 913.165313, 931.207922, 3562.962484], [265.184087, 281.704959, 285.318403, 288.656836, 1260.882402], [701.556568, 704.814432, 727.332005, 733.809935, 2965.671270], [568.148075, 571.701742, 589.677099, 595.113627, 2476.816141], [687.208405, 723.604619, 724.078909, 727.923398, 2851.497740]]
### 8
fourier: [[650.338879, 670.293016, 679.377109, 684.291104, 2717.559831], [833.185095, 857.867576, 870.055821, 876.433267, 3521.301116], [904.500418, 932.976589, 945.137061, 951.860210, 3798.460201], [139.103724, 142.829019, 145.117279, 146.246759, 602.908721], [813.936240, 838.537260, 850.151502, 856.357802, 3409.382930], [518.920123, 535.312357, 542.250859, 546.058005, 2195.223545], [1473.895448, 1519.442266, 1539.806375, 1550.827564, 6129.758611], [669.580390, 690.600536, 699.636811, 704.545768, 2806.960130], [537.362275, 554.371251, 561.530542, 565.477191, 2273.207728], [2064.235421, 2128.195458, 2156.625162, 2172.169871, 8601.187483], [876.753438, 904.855597, 916.326161, 922.788450, 3642.867045]]
### 10
fourier: [[1971.978628, 2028.788742, 2058.588610, 2073.724476, 8176.869725], [1932.267080, 1988.122455, 2017.214078, 2032.039193, 8025.984558], [1509.469720, 1553.177520, 1575.856081, 1587.437137, 6260.152004], [2269.710272, 2334.895130, 2369.317056, 2386.741451, 9435.495373], [2117.454418, 2178.754194, 2210.571640, 2226.818431, 8790.285795], [612.040195, 629.635781, 638.908960, 643.606675, 2566.632402], [1650.747277, 1698.429739, 1723.300656, 1735.967333, 6932.484876], [622.102076, 639.973303, 649.403126, 654.179593, 2614.015540], [1726.939734, 1776.928549, 1802.882571, 1816.132385, 7144.216893], [501.298285, 515.745759, 523.319379, 527.166471, 2102.570726], [2239.116553, 2303.968993, 2337.599678, 2354.777596, 9288.705511]]
### 12
fourier: [[1655.729682, 1701.228041, 1727.611489, 1740.491413, 6888.344366], [3036.553985, 3118.367933, 3167.768065, 3191.545505, 12608.632840], [7707.943549, 7916.690802, 8041.426000, 8101.702168, 31977.227930], [1057.175687, 1086.384122, 1103.131205, 1111.346592, 4401.878312], [1796.108690, 1845.282584, 1874.017690, 1888.014177, 7479.297810], [1233.425818, 1266.518325, 1286.668325, 1296.333573, 5123.309604], [1713.566288, 1760.641645, 1787.957468, 1801.300859, 7141.538070], [2030.145202, 2084.435719, 2117.713912, 2133.645163, 8440.811158], [2386.675789, 2451.603321, 2490.043852, 2508.678844, 9916.917935], [3708.258450, 3808.092077, 3868.472867, 3897.535862, 15356.583747], [756.965536, 777.572521, 789.753536, 795.663663, 3160.559438]]
### 14
fourier: [[4625.850742, 4748.406600, 4824.951560, 4861.351250, 19216.160054], [4872.528755, 5002.304580, 5082.506592, 5120.788167, 20243.064002], [3598.490755, 3694.833061, 3753.754406, 3781.983291, 14946.387298], [5962.885664, 6120.660772, 6219.456292, 6266.394481, 24708.928699], [2325.204253, 2387.138863, 2425.408893, 2443.676781, 9648.415018], [2648.662004, 2718.803149, 2762.650607, 2783.495069, 11002.112760], [4189.297686, 4299.874863, 4369.452049, 4402.452518, 17441.209625], [753.863799, 773.235906, 786.082686, 792.066652, 3138.034398], [3980.051105, 4085.504556, 4151.358661, 4182.676336, 16564.170925], [2910.253962, 2988.327815, 3035.882494, 3058.698616, 12082.724234], [910.713981, 934.407956, 949.747018, 956.950793, 3779.351160]]
### 16
fourier: [[1238.202311, 1270.425790, 1291.274401, 1301.065076, 5060.141170], [769.622498, 789.651438, 802.610230, 808.695744, 3210.565570], [1598.882500, 1640.492456, 1667.414171, 1680.056826, 6649.109026], [990.264469, 1016.035521, 1032.709401, 1040.539597, 4092.831957], [1610.973202, 1652.897821, 1680.023046, 1692.761332, 6687.369117], [810.321348, 831.409456, 845.053487, 851.460850, 3370.910040], [2550.577497, 2616.954696, 2659.900804, 2680.068726, 10590.835354], [2887.361458, 2962.503351, 3011.120045, 3033.950975, 11934.075511], [1747.254226, 1792.725506, 1822.145402, 1835.961225, 7260.838049], [923.424548, 947.456120, 963.004549, 970.306214, 3838.518858], [2985.286654, 3062.976922, 3113.242644, 3136.847738, 12379.873890]]
### 18
fourier: [[1137.361150, 1168.448920, 1186.632194, 1195.443582, 4627.784522]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6767177581787109, "train_acc": 0.585, "val_loss": 0.7704318165779114, "val_acc": 0.46}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.683527797460556, "train_acc": 0.585, "val_loss": 0.7244837880134583, "val_acc": 0.46}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6960708498954773, "train_acc": 0.51, "val_loss": 0.6289899945259094, "val_acc": 0.46}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6251990795135498, "train_acc": 0.57, "val_loss": 0.5028632283210754, "val_acc": 0.9}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5359307825565338, "train_acc": 0.775, "val_loss": 0.5562185049057007, "val_acc": 0.76}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.5314954221248627, "train_acc": 0.75, "val_loss": 0.43978768587112427, "val_acc": 0.86}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.4478569030761719, "train_acc": 0.78, "val_loss": 0.39310863614082336, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.4518355280160904, "train_acc": 0.795, "val_loss": 0.32100340723991394, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.41536983847618103, "train_acc": 0.79, "val_loss": 0.33833929896354675, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.4037262797355652, "train_acc": 0.8, "val_loss": 0.2785086929798126, "val_acc": 0.92}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.4541500508785248, "train_acc": 0.785, "val_loss": 0.4053480923175812, "val_acc": 0.82}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.45900024473667145, "train_acc": 0.77, "val_loss": 0.32348138093948364, "val_acc": 0.88}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7704318165779114, "final_val_loss": 0.7244837880134583, "initial_val_acc": 0.46, "final_val_acc": 0.46, "best_val_acc": 0.46}, "improved_stage": {"initial_val_loss": 0.6289899945259094, "final_val_loss": 0.32348138093948364, "initial_val_acc": 0.46, "final_val_acc": 0.88, "best_val_acc": 0.92, "best_epoch": 9}, "improvement": 0.46, "first_improvement_epoch": 1}}
|
9,923
|
{"target_pattern": "alternating", "degraded_accuracy": 0.42, "improved_accuracy": 0.98, "improvement": 0.56, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2432, "learning_rate": 0.041986441779686315, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "alternating", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["alternating"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.107741, 19.170588, 22.197571, 22.225009, 108.426133], [20.462609, 20.655834, 22.625558, 26.697323, 143.224038], [23.014092, 23.506476, 24.299003, 25.714031, 100.223572], [32.506447, 33.262728, 37.325714, 37.374500, 84.772770], [28.649584, 30.748350, 31.460680, 36.457770, 49.020766], [17.863504, 20.869422, 21.171695, 21.189965, 23.634852], [13.383340, 17.913642, 18.845018, 19.811095, 20.622086], [15.479465, 16.475843, 16.652552, 18.583147, 103.259129], [14.157969, 14.721948, 14.968614, 16.141802, 120.937649], [15.123603, 15.791488, 16.731928, 23.734982, 55.587036], [13.796234, 14.778408, 16.012827, 19.059764, 26.270216], [11.309378, 11.637960, 11.936180, 14.657838, 15.121817], [21.688021, 24.623746, 24.836959, 25.511805, 36.349305]]
### 2
fourier: [[16.961308, 18.356144, 18.476654, 19.044187, 36.826645], [18.545134, 18.864172, 19.464788, 20.871089, 63.018861], [17.264943, 18.443639, 19.703321, 23.135314, 57.214624], [11.054077, 11.425982, 12.164196, 12.712927, 16.355712], [16.022772, 17.265857, 17.943454, 18.439141, 85.230577], [13.323889, 15.187592, 16.795573, 17.286230, 115.668899], [19.228999, 22.905776, 23.624214, 26.850916, 105.847604], [8.385492, 8.963945, 9.059818, 9.946318, 16.905262], [22.942141, 23.781414, 25.141109, 25.645878, 29.514541], [7.456572, 9.280198, 9.397477, 9.560531, 18.024254], [20.075501, 20.491770, 21.120897, 21.993992, 88.352025], [8.804774, 8.813702, 10.005082, 12.836326, 61.028214], [14.654300, 16.017876, 16.665100, 20.033851, 116.689437]]
### 4
fourier: [[13.185648, 14.114698, 15.206514, 17.180004, 53.203545], [13.291108, 15.830003, 16.654900, 17.406726, 21.297702], [8.601685, 9.521512, 9.882778, 10.178838, 28.421950], [12.341407, 12.607763, 13.925256, 16.476240, 30.773634], [10.338882, 10.704191, 10.806856, 10.949439, 13.114297], [28.621627, 28.928396, 31.352062, 31.740138, 199.264911], [8.582247, 8.715126, 9.229896, 9.656320, 117.330502], [17.629499, 18.074498, 18.200913, 18.857033, 21.308510], [17.893052, 17.916529, 18.297270, 21.799712, 101.261960], [18.840126, 20.371047, 20.413149, 21.663039, 23.157946], [15.112557, 15.465492, 15.878062, 19.402449, 96.514202], [17.080975, 17.435666, 18.004599, 21.771454, 72.705834], [12.966142, 14.287597, 14.476577, 14.513487, 21.395823]]
### 6
fourier: [[5.194710, 5.206494, 6.076928, 6.938178, 82.277977], [15.182483, 15.675559, 15.831607, 18.664883, 56.414011], [33.892389, 34.447835, 35.588340, 35.888541, 118.135630], [42.320591, 43.242694, 43.537937, 44.710348, 201.635119], [39.716359, 43.932159, 44.201018, 45.073756, 69.833166], [21.313551, 24.380035, 24.625087, 25.392223, 61.526340], [32.009792, 34.692305, 34.884578, 38.654467, 195.089152], [12.415150, 13.573889, 14.616278, 15.057649, 30.655992], [24.623472, 25.260696, 26.636143, 27.234156, 150.893975], [26.053184, 26.522399, 27.402620, 28.809193, 76.073575], [20.677669, 21.824371, 23.055726, 23.862787, 48.479381], [27.156145, 32.310669, 32.621035, 34.371253, 45.073339], [18.324982, 18.730399, 19.148217, 22.852207, 77.811815]]
### 8
fourier: [[72.145633, 74.298460, 75.645657, 76.155019, 210.537716], [37.525581, 45.693374, 48.170940, 48.775699, 51.312174], [37.277866, 38.723586, 39.693011, 39.930816, 77.341645], [23.747002, 25.433894, 26.243270, 29.379523, 184.381303], [33.104210, 36.213377, 38.124299, 38.629107, 39.869761], [56.549461, 59.130586, 60.279854, 61.582993, 127.710655], [44.244433, 46.837027, 47.806604, 48.049779, 106.041747], [23.568822, 23.946298, 24.762993, 28.615278, 205.956198], [64.995402, 67.864932, 68.730233, 70.053938, 204.527133], [27.816358, 30.698829, 31.700288, 34.458445, 166.765682], [17.763263, 18.372956, 19.385440, 21.043160, 70.224103], [40.651966, 40.943034, 40.945202, 41.211285, 43.038151], [71.334328, 75.247830, 76.631892, 77.935926, 240.418430]]
### 10
fourier: [[79.678322, 81.102188, 85.704581, 91.394516, 462.923070], [27.500111, 27.572046, 30.912891, 32.818017, 206.957783], [104.981465, 113.362913, 113.823760, 124.746596, 623.781704], [12.130139, 12.409850, 13.228072, 13.348576, 14.279257], [8.999236, 10.248189, 10.525776, 11.064038, 45.058681], [86.951686, 86.967213, 94.637562, 99.064421, 495.435702], [89.452828, 93.127161, 96.640451, 99.051417, 113.481801], [60.985527, 63.135099, 65.774484, 70.903188, 323.429268], [63.321590, 66.526472, 68.929760, 69.539170, 134.497312], [65.337349, 67.967890, 70.769003, 71.868886, 127.048586], [69.795589, 70.501237, 71.079665, 74.776882, 232.421604], [82.732940, 85.473799, 93.677652, 98.599582, 552.945683], [41.622343, 42.694077, 45.872054, 51.895693, 370.708222]]
### 12
fourier: [[126.893768, 127.779598, 135.531840, 138.569599, 557.153799], [69.272887, 82.337568, 84.068542, 84.237509, 90.967211], [149.145705, 150.881954, 161.304907, 163.696919, 675.048817], [158.110631, 160.783000, 174.557162, 181.540465, 856.555205], [27.164112, 27.308947, 30.458680, 32.822621, 233.922488], [69.801885, 72.709593, 76.953692, 77.558997, 144.497586], [78.765975, 80.419861, 80.658621, 92.819569, 587.094080], [29.800913, 29.986558, 33.749487, 33.935517, 175.561587], [170.710602, 175.190262, 190.066475, 196.683800, 911.051871], [151.283067, 153.070241, 153.554426, 164.255443, 597.836210], [79.604771, 80.415339, 91.597506, 92.286168, 531.185947], [121.368726, 121.537230, 125.660508, 131.059043, 474.568416], [86.323785, 86.997785, 88.025959, 96.260306, 129.603275]]
### 14
fourier: [[82.066749, 83.362387, 90.859322, 91.027871, 390.555147], [21.726842, 23.720570, 24.564235, 25.818622, 115.585977], [135.895243, 140.511934, 147.252531, 150.946370, 188.043797], [288.884172, 289.373159, 301.764099, 314.099320, 1247.273750], [205.996397, 221.755905, 225.074320, 241.367404, 1243.130243], [111.184925, 117.202093, 122.080674, 125.434623, 299.393114], [31.099792, 37.077896, 38.098987, 39.837683, 42.115502], [128.289061, 131.489919, 142.651475, 144.021379, 639.645514], [113.594248, 120.702567, 125.083933, 129.184629, 354.953921], [36.501570, 39.592779, 43.762207, 47.569211, 372.362930], [91.952272, 114.250930, 117.409177, 120.863919, 127.113066], [100.471238, 102.201036, 111.124568, 111.291330, 474.898654], [41.559298, 41.926190, 47.498258, 51.976367, 385.390520]]
### 16
fourier: [[154.549975, 161.670582, 170.434143, 172.595114, 340.579960], [52.495516, 54.433533, 57.378863, 58.230925, 58.412591], [220.701044, 232.804559, 243.127965, 249.714121, 654.399927], [111.645806, 114.982260, 120.515947, 133.972498, 827.671803], [123.632722, 128.602668, 135.938233, 137.003859, 214.748328], [153.888052, 159.365336, 167.156421, 170.581546, 189.478963], [142.878610, 144.666734, 145.924545, 155.540247, 538.278806], [194.320929, 195.497888, 208.627517, 213.555642, 899.725480], [137.461718, 142.402051, 149.295205, 152.515914, 181.472820], [160.494650, 166.668555, 175.998824, 177.553831, 257.472516], [97.600284, 98.567203, 100.197188, 106.191522, 381.126786], [66.853013, 69.073627, 69.852473, 80.121670, 523.529159], [87.259564, 89.270103, 98.288934, 99.830054, 476.201253]]
### 18
fourier: [[255.662366, 264.002026, 277.057152, 284.489275, 315.053166]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
alternating
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.107741, 19.170588, 22.197571, 22.225009, 108.426133], [20.462609, 20.655834, 22.625558, 26.697323, 143.224038], [23.014092, 23.506476, 24.299003, 25.714031, 100.223572], [32.506447, 33.262728, 37.325714, 37.374500, 84.772770], [28.649584, 30.748350, 31.460680, 36.457770, 49.020766], [17.863504, 20.869422, 21.171695, 21.189965, 23.634852], [13.383340, 17.913642, 18.845018, 19.811095, 20.622086], [15.479465, 16.475843, 16.652552, 18.583147, 103.259129], [14.157969, 14.721948, 14.968614, 16.141802, 120.937649], [15.123603, 15.791488, 16.731928, 23.734982, 55.587036], [13.796234, 14.778408, 16.012827, 19.059764, 26.270216], [11.309378, 11.637960, 11.936180, 14.657838, 15.121817], [21.688021, 24.623746, 24.836959, 25.511805, 36.349305]]
### 2
fourier: [[16.961308, 18.356144, 18.476654, 19.044187, 36.826645], [18.545134, 18.864172, 19.464788, 20.871089, 63.018861], [17.264943, 18.443639, 19.703321, 23.135314, 57.214624], [11.054077, 11.425982, 12.164196, 12.712927, 16.355712], [16.022772, 17.265857, 17.943454, 18.439141, 85.230577], [13.323889, 15.187592, 16.795573, 17.286230, 115.668899], [19.228999, 22.905776, 23.624214, 26.850916, 105.847604], [8.385492, 8.963945, 9.059818, 9.946318, 16.905262], [22.942141, 23.781414, 25.141109, 25.645878, 29.514541], [7.456572, 9.280198, 9.397477, 9.560531, 18.024254], [20.075501, 20.491770, 21.120897, 21.993992, 88.352025], [8.804774, 8.813702, 10.005082, 12.836326, 61.028214], [14.654300, 16.017876, 16.665100, 20.033851, 116.689437]]
### 4
fourier: [[13.185648, 14.114698, 15.206514, 17.180004, 53.203545], [13.291108, 15.830003, 16.654900, 17.406726, 21.297702], [8.601685, 9.521512, 9.882778, 10.178838, 28.421950], [12.341407, 12.607763, 13.925256, 16.476240, 30.773634], [10.338882, 10.704191, 10.806856, 10.949439, 13.114297], [28.621627, 28.928396, 31.352062, 31.740138, 199.264911], [8.582247, 8.715126, 9.229896, 9.656320, 117.330502], [17.629499, 18.074498, 18.200913, 18.857033, 21.308510], [17.893052, 17.916529, 18.297270, 21.799712, 101.261960], [18.840126, 20.371047, 20.413149, 21.663039, 23.157946], [15.112557, 15.465492, 15.878062, 19.402449, 96.514202], [17.080975, 17.435666, 18.004599, 21.771454, 72.705834], [12.966142, 14.287597, 14.476577, 14.513487, 21.395823]]
### 6
fourier: [[5.194710, 5.206494, 6.076928, 6.938178, 82.277977], [15.182483, 15.675559, 15.831607, 18.664883, 56.414011], [33.892389, 34.447835, 35.588340, 35.888541, 118.135630], [42.320591, 43.242694, 43.537937, 44.710348, 201.635119], [39.716359, 43.932159, 44.201018, 45.073756, 69.833166], [21.313551, 24.380035, 24.625087, 25.392223, 61.526340], [32.009792, 34.692305, 34.884578, 38.654467, 195.089152], [12.415150, 13.573889, 14.616278, 15.057649, 30.655992], [24.623472, 25.260696, 26.636143, 27.234156, 150.893975], [26.053184, 26.522399, 27.402620, 28.809193, 76.073575], [20.677669, 21.824371, 23.055726, 23.862787, 48.479381], [27.156145, 32.310669, 32.621035, 34.371253, 45.073339], [18.324982, 18.730399, 19.148217, 22.852207, 77.811815]]
### 8
fourier: [[72.145633, 74.298460, 75.645657, 76.155019, 210.537716], [37.525581, 45.693374, 48.170940, 48.775699, 51.312174], [37.277866, 38.723586, 39.693011, 39.930816, 77.341645], [23.747002, 25.433894, 26.243270, 29.379523, 184.381303], [33.104210, 36.213377, 38.124299, 38.629107, 39.869761], [56.549461, 59.130586, 60.279854, 61.582993, 127.710655], [44.244433, 46.837027, 47.806604, 48.049779, 106.041747], [23.568822, 23.946298, 24.762993, 28.615278, 205.956198], [64.995402, 67.864932, 68.730233, 70.053938, 204.527133], [27.816358, 30.698829, 31.700288, 34.458445, 166.765682], [17.763263, 18.372956, 19.385440, 21.043160, 70.224103], [40.651966, 40.943034, 40.945202, 41.211285, 43.038151], [71.334328, 75.247830, 76.631892, 77.935926, 240.418430]]
### 10
fourier: [[79.678322, 81.102188, 85.704581, 91.394516, 462.923070], [27.500111, 27.572046, 30.912891, 32.818017, 206.957783], [104.981465, 113.362913, 113.823760, 124.746596, 623.781704], [12.130139, 12.409850, 13.228072, 13.348576, 14.279257], [8.999236, 10.248189, 10.525776, 11.064038, 45.058681], [86.951686, 86.967213, 94.637562, 99.064421, 495.435702], [89.452828, 93.127161, 96.640451, 99.051417, 113.481801], [60.985527, 63.135099, 65.774484, 70.903188, 323.429268], [63.321590, 66.526472, 68.929760, 69.539170, 134.497312], [65.337349, 67.967890, 70.769003, 71.868886, 127.048586], [69.795589, 70.501237, 71.079665, 74.776882, 232.421604], [82.732940, 85.473799, 93.677652, 98.599582, 552.945683], [41.622343, 42.694077, 45.872054, 51.895693, 370.708222]]
### 12
fourier: [[126.893768, 127.779598, 135.531840, 138.569599, 557.153799], [69.272887, 82.337568, 84.068542, 84.237509, 90.967211], [149.145705, 150.881954, 161.304907, 163.696919, 675.048817], [158.110631, 160.783000, 174.557162, 181.540465, 856.555205], [27.164112, 27.308947, 30.458680, 32.822621, 233.922488], [69.801885, 72.709593, 76.953692, 77.558997, 144.497586], [78.765975, 80.419861, 80.658621, 92.819569, 587.094080], [29.800913, 29.986558, 33.749487, 33.935517, 175.561587], [170.710602, 175.190262, 190.066475, 196.683800, 911.051871], [151.283067, 153.070241, 153.554426, 164.255443, 597.836210], [79.604771, 80.415339, 91.597506, 92.286168, 531.185947], [121.368726, 121.537230, 125.660508, 131.059043, 474.568416], [86.323785, 86.997785, 88.025959, 96.260306, 129.603275]]
### 14
fourier: [[82.066749, 83.362387, 90.859322, 91.027871, 390.555147], [21.726842, 23.720570, 24.564235, 25.818622, 115.585977], [135.895243, 140.511934, 147.252531, 150.946370, 188.043797], [288.884172, 289.373159, 301.764099, 314.099320, 1247.273750], [205.996397, 221.755905, 225.074320, 241.367404, 1243.130243], [111.184925, 117.202093, 122.080674, 125.434623, 299.393114], [31.099792, 37.077896, 38.098987, 39.837683, 42.115502], [128.289061, 131.489919, 142.651475, 144.021379, 639.645514], [113.594248, 120.702567, 125.083933, 129.184629, 354.953921], [36.501570, 39.592779, 43.762207, 47.569211, 372.362930], [91.952272, 114.250930, 117.409177, 120.863919, 127.113066], [100.471238, 102.201036, 111.124568, 111.291330, 474.898654], [41.559298, 41.926190, 47.498258, 51.976367, 385.390520]]
### 16
fourier: [[154.549975, 161.670582, 170.434143, 172.595114, 340.579960], [52.495516, 54.433533, 57.378863, 58.230925, 58.412591], [220.701044, 232.804559, 243.127965, 249.714121, 654.399927], [111.645806, 114.982260, 120.515947, 133.972498, 827.671803], [123.632722, 128.602668, 135.938233, 137.003859, 214.748328], [153.888052, 159.365336, 167.156421, 170.581546, 189.478963], [142.878610, 144.666734, 145.924545, 155.540247, 538.278806], [194.320929, 195.497888, 208.627517, 213.555642, 899.725480], [137.461718, 142.402051, 149.295205, 152.515914, 181.472820], [160.494650, 166.668555, 175.998824, 177.553831, 257.472516], [97.600284, 98.567203, 100.197188, 106.191522, 381.126786], [66.853013, 69.073627, 69.852473, 80.121670, 523.529159], [87.259564, 89.270103, 98.288934, 99.830054, 476.201253]]
### 18
fourier: [[255.662366, 264.002026, 277.057152, 284.489275, 315.053166]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
alternating
|
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{"fourier": [14.157969239304837, 14.721947783746293, 14.96861403126676, 16.141802393867586, 120.93764911592007]}, "9": {"fourier": [15.123603494006481, 15.791487505766192, 16.731927979808983, 23.734981807467435, 55.58703625202179]}, "10": {"fourier": [13.796233877967673, 14.77840775777801, 16.0128272497296, 19.05976384073946, 26.270216092467308]}, "11": {"fourier": [11.309377595685397, 11.637960130308189, 11.93618031963706, 14.657837894085738, 15.121817466312445]}, "12": {"fourier": [21.688021254982758, 24.623746312382895, 24.83695886630677, 25.51180497401741, 36.34930467605591]}}, "layer_info": {"num_neurons": 13, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [16.96130776358913, 18.356143756069603, 18.476653658260787, 19.044186879517465, 36.826644748449326]}, "1": {"fourier": [18.545134086241305, 18.864172189671425, 19.46478815974684, 20.871088808967187, 63.01886071264744]}, "2": {"fourier": [17.264943265902485, 18.443638778997602, 19.70332075677316, 23.135314453491574, 57.21462433040142]}, "3": {"fourier": [11.054076539301306, 11.42598171104176, 12.164196017784418, 12.71292743615718, 16.35571175813675]}, "4": {"fourier": [16.022771711620564, 17.265857013516477, 17.943454369283153, 18.439141367163455, 85.23057653009892]}, "5": {"fourier": [13.323888698137585, 15.187592425379492, 16.795573394643633, 17.28623015360826, 115.66889880597591]}, "6": {"fourier": [19.22899887347339, 22.90577570411515, 23.624213592911758, 26.85091588405049, 105.84760421514511]}, "7": {"fourier": [8.385491574278845, 8.96394547980278, 9.059817622048385, 9.946318373811835, 16.905261516571045]}, "8": {"fourier": [22.942140911571666, 23.781413594667306, 25.141109384756476, 25.645878341048956, 29.51454111971808]}, "9": {"fourier": [7.456571538320241, 9.280198092344799, 9.397476503518423, 9.560530793002627, 18.024254269897938]}, "10": {"fourier": [20.07550138998241, 20.491769552769853, 21.12089669279961, 21.993991771089064, 88.35202468931675]}, 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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.67340487241745, "train_acc": 0.6, "val_loss": 0.7741336226463318, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6688216924667358, "train_acc": 0.6, "val_loss": 0.7586276531219482, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.664446622133255, "train_acc": 0.6, "val_loss": 0.7186682820320129, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.5903061926364899, "train_acc": 0.59, "val_loss": 0.3771844208240509, "val_acc": 0.92}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.1800393909215927, "train_acc": 0.935, "val_loss": 0.596156895160675, "val_acc": 0.96}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.056930288672447205, "train_acc": 0.985, "val_loss": 0.2141265869140625, "val_acc": 0.98}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.9791349694132805, "train_acc": 0.935, "val_loss": 0.48544952273368835, "val_acc": 0.88}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.2798562003299594, "train_acc": 0.915, "val_loss": 0.4179518222808838, "val_acc": 0.94}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.20459358394145966, "train_acc": 0.97, "val_loss": 0.34880298376083374, "val_acc": 0.94}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["alternating"], "degraded_stage": {"initial_val_loss": 0.7741336226463318, "final_val_loss": 0.7186682820320129, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.3771844208240509, "final_val_loss": 0.34880298376083374, "initial_val_acc": 0.92, "final_val_acc": 0.94, "best_val_acc": 0.98, "best_epoch": 5}, "improvement": 0.56, "first_improvement_epoch": 2}}
|
9,924
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.56, "improved_accuracy": 0.72, "improvement": 0.15999999999999992, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4193, "learning_rate": 0.09627768301506125, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[47.622028, 47.650459, 48.998421, 51.412147, 139.478058], [33.837686, 34.022245, 35.022229, 40.533483, 83.139378], [30.357375, 35.896145, 39.854741, 40.333721, 243.712389], [28.050298, 28.396908, 28.655176, 34.209976, 40.411103], [36.088832, 43.091385, 45.969398, 54.707622, 72.484356], [28.567848, 28.916341, 31.242367, 31.259652, 270.989698], [38.493070, 39.034096, 40.251433, 44.606034, 319.776841], [23.453524, 24.591493, 26.281332, 31.627748, 70.925860], [25.678710, 29.309330, 29.895171, 30.364963, 32.420043], [35.613862, 36.224217, 36.228388, 38.469217, 249.978003], [25.506989, 26.996403, 27.090751, 29.441441, 161.837172], [31.296394, 31.384060, 32.269541, 33.944632, 275.632565]]
### 2
fourier: [[11.808316, 13.773447, 13.851846, 15.455329, 32.572791], [32.503498, 35.035274, 36.730504, 39.339425, 40.426458], [10.668837, 10.995817, 13.077224, 15.247098, 117.239019], [20.089156, 20.385951, 21.067557, 22.091126, 151.069368], [15.369048, 15.940731, 17.532971, 20.437051, 60.501951], [21.421651, 22.856216, 23.709570, 29.674994, 259.231514], [20.981469, 22.294082, 23.806140, 29.262481, 155.330290], [28.143841, 29.906928, 31.073121, 33.929205, 152.639046], [21.120726, 21.488153, 22.862966, 23.029001, 76.004464], [26.488781, 27.352941, 29.077372, 32.523777, 104.176889], [34.895258, 34.990287, 38.003122, 41.443426, 152.050787], [18.996646, 23.290612, 24.521541, 27.874108, 109.831447]]
### 4
fourier: [[37.610873, 39.390364, 42.928514, 47.052119, 86.379777], [37.461750, 40.491210, 42.548189, 47.806922, 217.458872], [55.075028, 66.581371, 67.876788, 77.594830, 468.293662], [34.404048, 38.779549, 40.144571, 47.212255, 164.868021], [23.628022, 23.989448, 26.605026, 27.424023, 28.000194], [59.820711, 60.866954, 68.388339, 73.315838, 136.850697], [34.740997, 38.351403, 40.902710, 42.907805, 81.752310], [60.162722, 60.509247, 68.378608, 72.606980, 158.412237], [38.409664, 39.657691, 42.925367, 48.834315, 89.029672], [34.744581, 37.589032, 38.318233, 40.557008, 41.224095], [41.709638, 44.695944, 46.633575, 54.148463, 181.918856], [39.845441, 43.830653, 46.156621, 48.430886, 62.300869]]
### 6
fourier: [[17.047789, 18.360931, 20.849562, 23.344688, 30.816413], [87.860723, 90.822258, 97.067178, 114.853634, 433.843828], [93.988409, 97.542238, 103.964312, 122.220302, 520.348874], [37.673161, 38.030388, 42.391240, 49.561969, 311.461804], [62.032003, 62.522560, 65.967193, 75.966243, 353.719519], [76.142706, 77.258117, 83.280544, 100.368289, 316.200411], [40.585935, 50.250718, 60.247173, 66.033556, 245.580547], [46.051379, 46.408815, 50.040201, 59.577051, 247.984060], [64.300522, 66.524721, 71.144091, 84.224766, 322.867106], [52.845269, 53.740092, 59.611701, 64.855698, 122.098431], [88.785371, 94.454040, 100.277022, 118.049995, 462.120536], [92.816706, 97.286503, 103.631714, 121.991452, 497.082649]]
### 8
fourier: [[65.692291, 65.746278, 65.952791, 72.171084, 390.947665], [60.657161, 62.409649, 62.887697, 65.926830, 438.634210], [82.312445, 84.620499, 85.662163, 95.378559, 512.882244], [54.542213, 54.669691, 55.724961, 63.549775, 345.580115], [30.514589, 30.552902, 33.132085, 33.511155, 241.213370], [92.284304, 92.291508, 95.530535, 109.323062, 549.765180], [43.664533, 44.601598, 44.861761, 45.185042, 261.890075], [49.489190, 49.710505, 51.508452, 59.711466, 296.055876], [47.758914, 48.619121, 48.745872, 51.952702, 312.921583], [67.039060, 67.455817, 67.959430, 73.638043, 414.104677], [31.946815, 32.024632, 33.528665, 39.183328, 178.438124], [27.342600, 27.363761, 28.782412, 33.243404, 122.695972]]
### 10
fourier: [[10.595154, 11.516208, 11.653682, 11.984034, 49.101343], [2.001071, 2.085040, 2.191592, 2.452265, 30.613102], [3.674918, 4.183751, 4.287691, 5.173066, 47.393586], [47.693666, 49.187528, 51.640074, 58.575969, 218.725050], [37.038426, 37.296343, 38.070118, 44.782258, 119.513241], [5.326188, 6.213873, 6.361208, 6.813181, 62.119660], [29.654945, 30.563630, 32.275160, 35.986611, 182.785031], [34.896653, 35.583071, 37.864332, 42.067766, 183.892770], [34.205129, 35.153309, 36.545374, 41.900610, 153.214217], [34.470504, 35.536172, 37.187181, 42.586002, 214.095523], [16.970746, 17.043684, 18.251921, 20.085619, 145.009083], [27.746966, 28.242361, 29.358925, 33.939251, 107.530104]]
### 12
fourier: [[5.762694, 6.111080, 6.485525, 6.520425, 7.981023], [5.753006, 6.046161, 6.242330, 6.902161, 65.262445], [10.457837, 10.684305, 11.593837, 13.511556, 124.103647], [5.874547, 6.238128, 6.351015, 7.552261, 7.997227], [5.100988, 5.258463, 5.844945, 5.940692, 69.807297], [13.476300, 13.513757, 14.409381, 16.556919, 123.119065], [25.575813, 26.134288, 26.958413, 31.231993, 193.879131], [28.821916, 29.460456, 29.859487, 35.699460, 181.110604], [11.228335, 11.916901, 12.045378, 13.321478, 91.824351], [0.566087, 0.572992, 0.586352, 1.090934, 13.441124], [31.610033, 31.635070, 34.065809, 37.732196, 194.089854], [1.359677, 1.364190, 1.374400, 1.632770, 39.067175]]
### 14
fourier: [[2.996093, 3.093060, 3.178895, 3.338399, 93.346333], [3.542566, 3.957270, 4.013257, 4.145800, 10.696980], [1.875796, 1.917790, 1.935700, 2.001508, 56.307836], [9.245027, 9.423891, 9.718911, 11.240600, 106.184934], [4.784298, 5.169665, 5.334088, 6.153168, 96.890088], [4.354553, 4.465395, 4.913821, 5.672461, 104.324521], [1.862707, 1.883331, 2.052970, 2.226226, 78.738336], [3.770387, 4.133701, 4.346003, 4.960221, 97.204406], [2.350046, 2.451871, 2.546169, 2.584171, 41.208601], [4.993870, 5.079118, 5.613280, 5.988117, 75.270229], [6.772008, 7.402462, 7.761595, 7.772372, 19.752286], [0.737144, 0.790502, 0.872145, 0.890724, 53.404131]]
### 16
fourier: [[1.739204, 1.813103, 1.866707, 2.394947, 43.324526], [5.787951, 5.803194, 5.847521, 7.039244, 102.630297], [0.948720, 0.953406, 1.094252, 1.429352, 21.320090], [0.950143, 0.976307, 0.981932, 1.167953, 71.424907], [1.562431, 1.604283, 1.820877, 1.913419, 13.752277], [1.191182, 1.270140, 1.337131, 1.446961, 41.779877], [3.505697, 3.625132, 3.876835, 4.842135, 64.575095], [0.620343, 0.665400, 0.691478, 1.279810, 24.186536], [0.721145, 0.742744, 0.788452, 0.881919, 46.083970], [4.280662, 4.357637, 4.612735, 5.640947, 25.405988], [0.664182, 0.695075, 0.704003, 0.911829, 15.137197], [1.940421, 2.081657, 2.271411, 2.911384, 55.785116]]
### 18
fourier: [[2.458216, 2.471183, 2.499364, 2.999466, 18.036501]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[47.622028, 47.650459, 48.998421, 51.412147, 139.478058], [33.837686, 34.022245, 35.022229, 40.533483, 83.139378], [30.357375, 35.896145, 39.854741, 40.333721, 243.712389], [28.050298, 28.396908, 28.655176, 34.209976, 40.411103], [36.088832, 43.091385, 45.969398, 54.707622, 72.484356], [28.567848, 28.916341, 31.242367, 31.259652, 270.989698], [38.493070, 39.034096, 40.251433, 44.606034, 319.776841], [23.453524, 24.591493, 26.281332, 31.627748, 70.925860], [25.678710, 29.309330, 29.895171, 30.364963, 32.420043], [35.613862, 36.224217, 36.228388, 38.469217, 249.978003], [25.506989, 26.996403, 27.090751, 29.441441, 161.837172], [31.296394, 31.384060, 32.269541, 33.944632, 275.632565]]
### 2
fourier: [[11.808316, 13.773447, 13.851846, 15.455329, 32.572791], [32.503498, 35.035274, 36.730504, 39.339425, 40.426458], [10.668837, 10.995817, 13.077224, 15.247098, 117.239019], [20.089156, 20.385951, 21.067557, 22.091126, 151.069368], [15.369048, 15.940731, 17.532971, 20.437051, 60.501951], [21.421651, 22.856216, 23.709570, 29.674994, 259.231514], [20.981469, 22.294082, 23.806140, 29.262481, 155.330290], [28.143841, 29.906928, 31.073121, 33.929205, 152.639046], [21.120726, 21.488153, 22.862966, 23.029001, 76.004464], [26.488781, 27.352941, 29.077372, 32.523777, 104.176889], [34.895258, 34.990287, 38.003122, 41.443426, 152.050787], [18.996646, 23.290612, 24.521541, 27.874108, 109.831447]]
### 4
fourier: [[37.610873, 39.390364, 42.928514, 47.052119, 86.379777], [37.461750, 40.491210, 42.548189, 47.806922, 217.458872], [55.075028, 66.581371, 67.876788, 77.594830, 468.293662], [34.404048, 38.779549, 40.144571, 47.212255, 164.868021], [23.628022, 23.989448, 26.605026, 27.424023, 28.000194], [59.820711, 60.866954, 68.388339, 73.315838, 136.850697], [34.740997, 38.351403, 40.902710, 42.907805, 81.752310], [60.162722, 60.509247, 68.378608, 72.606980, 158.412237], [38.409664, 39.657691, 42.925367, 48.834315, 89.029672], [34.744581, 37.589032, 38.318233, 40.557008, 41.224095], [41.709638, 44.695944, 46.633575, 54.148463, 181.918856], [39.845441, 43.830653, 46.156621, 48.430886, 62.300869]]
### 6
fourier: [[17.047789, 18.360931, 20.849562, 23.344688, 30.816413], [87.860723, 90.822258, 97.067178, 114.853634, 433.843828], [93.988409, 97.542238, 103.964312, 122.220302, 520.348874], [37.673161, 38.030388, 42.391240, 49.561969, 311.461804], [62.032003, 62.522560, 65.967193, 75.966243, 353.719519], [76.142706, 77.258117, 83.280544, 100.368289, 316.200411], [40.585935, 50.250718, 60.247173, 66.033556, 245.580547], [46.051379, 46.408815, 50.040201, 59.577051, 247.984060], [64.300522, 66.524721, 71.144091, 84.224766, 322.867106], [52.845269, 53.740092, 59.611701, 64.855698, 122.098431], [88.785371, 94.454040, 100.277022, 118.049995, 462.120536], [92.816706, 97.286503, 103.631714, 121.991452, 497.082649]]
### 8
fourier: [[65.692291, 65.746278, 65.952791, 72.171084, 390.947665], [60.657161, 62.409649, 62.887697, 65.926830, 438.634210], [82.312445, 84.620499, 85.662163, 95.378559, 512.882244], [54.542213, 54.669691, 55.724961, 63.549775, 345.580115], [30.514589, 30.552902, 33.132085, 33.511155, 241.213370], [92.284304, 92.291508, 95.530535, 109.323062, 549.765180], [43.664533, 44.601598, 44.861761, 45.185042, 261.890075], [49.489190, 49.710505, 51.508452, 59.711466, 296.055876], [47.758914, 48.619121, 48.745872, 51.952702, 312.921583], [67.039060, 67.455817, 67.959430, 73.638043, 414.104677], [31.946815, 32.024632, 33.528665, 39.183328, 178.438124], [27.342600, 27.363761, 28.782412, 33.243404, 122.695972]]
### 10
fourier: [[10.595154, 11.516208, 11.653682, 11.984034, 49.101343], [2.001071, 2.085040, 2.191592, 2.452265, 30.613102], [3.674918, 4.183751, 4.287691, 5.173066, 47.393586], [47.693666, 49.187528, 51.640074, 58.575969, 218.725050], [37.038426, 37.296343, 38.070118, 44.782258, 119.513241], [5.326188, 6.213873, 6.361208, 6.813181, 62.119660], [29.654945, 30.563630, 32.275160, 35.986611, 182.785031], [34.896653, 35.583071, 37.864332, 42.067766, 183.892770], [34.205129, 35.153309, 36.545374, 41.900610, 153.214217], [34.470504, 35.536172, 37.187181, 42.586002, 214.095523], [16.970746, 17.043684, 18.251921, 20.085619, 145.009083], [27.746966, 28.242361, 29.358925, 33.939251, 107.530104]]
### 12
fourier: [[5.762694, 6.111080, 6.485525, 6.520425, 7.981023], [5.753006, 6.046161, 6.242330, 6.902161, 65.262445], [10.457837, 10.684305, 11.593837, 13.511556, 124.103647], [5.874547, 6.238128, 6.351015, 7.552261, 7.997227], [5.100988, 5.258463, 5.844945, 5.940692, 69.807297], [13.476300, 13.513757, 14.409381, 16.556919, 123.119065], [25.575813, 26.134288, 26.958413, 31.231993, 193.879131], [28.821916, 29.460456, 29.859487, 35.699460, 181.110604], [11.228335, 11.916901, 12.045378, 13.321478, 91.824351], [0.566087, 0.572992, 0.586352, 1.090934, 13.441124], [31.610033, 31.635070, 34.065809, 37.732196, 194.089854], [1.359677, 1.364190, 1.374400, 1.632770, 39.067175]]
### 14
fourier: [[2.996093, 3.093060, 3.178895, 3.338399, 93.346333], [3.542566, 3.957270, 4.013257, 4.145800, 10.696980], [1.875796, 1.917790, 1.935700, 2.001508, 56.307836], [9.245027, 9.423891, 9.718911, 11.240600, 106.184934], [4.784298, 5.169665, 5.334088, 6.153168, 96.890088], [4.354553, 4.465395, 4.913821, 5.672461, 104.324521], [1.862707, 1.883331, 2.052970, 2.226226, 78.738336], [3.770387, 4.133701, 4.346003, 4.960221, 97.204406], [2.350046, 2.451871, 2.546169, 2.584171, 41.208601], [4.993870, 5.079118, 5.613280, 5.988117, 75.270229], [6.772008, 7.402462, 7.761595, 7.772372, 19.752286], [0.737144, 0.790502, 0.872145, 0.890724, 53.404131]]
### 16
fourier: [[1.739204, 1.813103, 1.866707, 2.394947, 43.324526], [5.787951, 5.803194, 5.847521, 7.039244, 102.630297], [0.948720, 0.953406, 1.094252, 1.429352, 21.320090], [0.950143, 0.976307, 0.981932, 1.167953, 71.424907], [1.562431, 1.604283, 1.820877, 1.913419, 13.752277], [1.191182, 1.270140, 1.337131, 1.446961, 41.779877], [3.505697, 3.625132, 3.876835, 4.842135, 64.575095], [0.620343, 0.665400, 0.691478, 1.279810, 24.186536], [0.721145, 0.742744, 0.788452, 0.881919, 46.083970], [4.280662, 4.357637, 4.612735, 5.640947, 25.405988], [0.664182, 0.695075, 0.704003, 0.911829, 15.137197], [1.940421, 2.081657, 2.271411, 2.911384, 55.785116]]
### 18
fourier: [[2.458216, 2.471183, 2.499364, 2.999466, 18.036501]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6795548498630524, "train_acc": 0.515, "val_loss": 0.6771245002746582, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6696077585220337, "train_acc": 0.635, "val_loss": 0.6293523907661438, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 7.493026256561279, "train_acc": 0.595, "val_loss": 7.649084568023682, "val_acc": 0.7}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 3.0216481685638428, "train_acc": 0.78, "val_loss": 0.9123455286026001, "val_acc": 0.4}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.8227212727069855, "train_acc": 0.455, "val_loss": 0.7159783840179443, "val_acc": 0.3}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.7105837464332581, "train_acc": 0.32, "val_loss": 0.6891807317733765, "val_acc": 0.5}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6767314672470093, "train_acc": 0.5, "val_loss": 0.6749693155288696, "val_acc": 0.62}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.6580395400524139, "train_acc": 0.72, "val_loss": 0.64670729637146, "val_acc": 0.72}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.6045147776603699, "train_acc": 0.79, "val_loss": 0.5962133407592773, "val_acc": 0.72}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.5441078841686249, "train_acc": 0.81, "val_loss": 0.5440219044685364, "val_acc": 0.72}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.4751227796077728, "train_acc": 0.82, "val_loss": 0.520482063293457, "val_acc": 0.7}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.4786546379327774, "train_acc": 0.805, "val_loss": 0.550407350063324, "val_acc": 0.7}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.6771245002746582, "final_val_loss": 0.6293523907661438, "initial_val_acc": 0.5, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 7.649084568023682, "final_val_loss": 0.550407350063324, "initial_val_acc": 0.7, "final_val_acc": 0.7, "best_val_acc": 0.72, "best_epoch": 7}, "improvement": 0.15999999999999992, "first_improvement_epoch": 1}}
|
9,925
|
{"target_pattern": "sorted_ascending", "degraded_accuracy": 0.34, "improved_accuracy": 0.9, "improvement": 0.56, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 7702, "learning_rate": 0.055826167334429605, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_ascending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_ascending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.149830, 28.684369, 29.192778, 30.719484, 115.784979], [27.885077, 30.534251, 32.908410, 34.648004, 161.836258], [34.116884, 34.488889, 35.413956, 37.851085, 152.872622], [18.404625, 20.643864, 20.804022, 23.242032, 23.420382], [21.735058, 24.053091, 24.290176, 26.052211, 27.546074], [16.788723, 17.768670, 22.125993, 22.587079, 177.142712], [24.669403, 26.859235, 27.190815, 31.116768, 73.678320], [21.939819, 22.831992, 27.599596, 27.709282, 109.463395], [25.819598, 28.652146, 29.642280, 31.869165, 32.746745], [25.585311, 28.197025, 31.143319, 31.420477, 237.156971]]
### 2
fourier: [[15.002954, 18.183340, 19.434556, 19.816463, 161.439576], [22.452409, 28.798313, 29.970961, 31.947271, 226.183531], [56.338748, 56.351153, 61.182854, 72.208691, 344.430550], [45.238264, 48.466048, 50.427679, 61.769260, 247.447965], [51.386629, 52.033688, 53.520535, 56.516250, 363.615022], [32.642761, 35.333163, 35.613571, 39.443266, 234.084014], [39.159450, 41.133351, 44.241849, 45.037570, 322.521455], [5.447440, 5.877948, 6.940737, 8.394110, 33.327670], [41.366181, 53.256500, 55.195088, 55.839600, 309.017620], [29.706085, 30.172474, 36.298684, 38.081693, 51.086146]]
### 4
fourier: [[49.738465, 52.744589, 53.296062, 62.659803, 317.898035], [19.741208, 19.891181, 23.424906, 26.377371, 64.805277], [37.131546, 45.289245, 46.229194, 48.758171, 331.142444], [84.489683, 85.193534, 91.844014, 109.058461, 499.737225], [41.225852, 42.283843, 43.113394, 49.440555, 305.039308], [25.741111, 27.256285, 34.336722, 44.242399, 60.911092], [45.704838, 50.667182, 52.123308, 64.546865, 302.013863], [59.047609, 59.487884, 61.968543, 68.438625, 434.049326], [38.653465, 43.709604, 45.611275, 50.676399, 375.361922], [40.695846, 44.376939, 44.896353, 53.633115, 248.253248]]
### 6
fourier: [[62.849651, 68.276968, 71.876098, 92.746514, 371.525871], [15.230183, 20.294532, 20.353562, 20.479795, 141.467927], [10.042052, 11.050328, 11.078856, 11.613585, 91.792589], [21.953998, 23.689869, 24.159978, 26.617674, 174.218138], [32.268878, 35.147345, 35.726908, 38.706569, 239.612654], [4.908533, 4.958876, 5.470193, 5.596513, 36.790261], [6.725624, 8.139648, 8.421863, 8.436061, 77.224470], [86.986580, 92.046819, 98.418353, 124.801886, 519.195994], [64.230499, 66.014806, 71.161964, 87.740954, 396.987626], [44.614140, 49.023769, 50.208066, 52.714276, 349.300152]]
### 8
fourier: [[39.603449, 41.757812, 43.915648, 51.387739, 240.421268], [73.906696, 77.947720, 82.176382, 96.156540, 463.798072], [67.003531, 70.610626, 74.354602, 86.970935, 418.081514], [79.366677, 83.734074, 88.280978, 103.319114, 491.615119], [34.681984, 36.544389, 38.426711, 44.948126, 221.082403], [45.020276, 47.446343, 49.958865, 58.437778, 273.102187], [45.560979, 48.041384, 50.589559, 59.193124, 303.514095], [57.563111, 60.776860, 64.051945, 74.997654, 361.172033], [29.771920, 31.433657, 33.059782, 38.714672, 192.235284], [85.560199, 90.334427, 95.169610, 111.433809, 540.761127]]
### 10
fourier: [[107.099711, 113.108026, 119.152963, 139.337201, 667.075098], [128.521251, 135.898170, 143.100812, 167.040991, 778.956108], [43.159619, 45.565906, 47.980865, 55.951970, 255.485011], [26.151970, 27.632490, 29.138306, 34.139526, 176.039905], [10.508283, 11.253530, 11.818462, 13.525207, 87.676998], [36.535242, 38.550073, 40.628437, 47.570141, 220.203018], [0.666533, 0.739996, 0.759357, 1.115966, 18.158089], [18.976341, 20.047885, 21.121024, 24.725878, 122.515894], [11.033001, 11.632868, 12.300930, 14.417137, 43.744495], [74.842957, 79.017829, 83.262921, 97.403974, 486.806112]]
### 12
fourier: [[7.925972, 8.298168, 8.771622, 10.390823, 54.513021], [45.602569, 48.359679, 50.867337, 59.275659, 299.783674], [155.930356, 165.049688, 173.748841, 202.237274, 961.373267], [20.832669, 22.066052, 23.221382, 26.923768, 149.771783], [27.093142, 28.794637, 30.260604, 35.223411, 190.469093], [150.894336, 159.806869, 168.189351, 195.660112, 927.754003], [0.827636, 0.828979, 0.974722, 1.062025, 33.790405], [68.521753, 72.645525, 76.423717, 88.600031, 432.146029], [60.536404, 63.883241, 67.328800, 78.744753, 400.601148], [67.921808, 72.061459, 75.783168, 88.046604, 418.851148]]
### 14
fourier: [[8.369890, 8.836402, 9.314485, 10.822910, 66.189963], [164.977026, 174.878187, 183.990102, 213.697079, 1018.473869], [16.282236, 17.255465, 18.156415, 21.076201, 126.061379], [83.309474, 88.295858, 92.903895, 107.936592, 506.372239], [77.377397, 82.031752, 86.301665, 100.269937, 478.880071], [65.709086, 69.622841, 73.265532, 85.117349, 375.082638], [32.660940, 34.618624, 36.424301, 42.399325, 182.820896], [57.641177, 61.120219, 64.295313, 74.695432, 354.714136], [6.991231, 7.402732, 7.792343, 9.022576, 74.329135], [136.264896, 144.432366, 151.964062, 176.578269, 840.992647]]
### 16
fourier: [[45.508695, 48.870181, 51.234242, 58.779958, 267.310780], [5.614896, 5.930884, 6.245179, 7.286197, 40.843159], [12.908671, 13.875017, 14.542679, 16.669576, 63.128947], [4.582798, 4.649857, 5.063131, 5.268556, 5.891454], [20.807912, 22.425886, 23.488599, 26.870215, 172.818613], [3.041261, 3.264697, 3.370975, 3.706968, 34.554043], [55.905467, 59.867867, 62.809030, 72.214164, 349.175751], [28.039076, 30.348642, 31.703066, 35.948801, 163.507573], [62.989328, 67.706177, 70.963854, 81.351745, 387.772404], [51.813853, 55.457934, 58.190281, 66.934792, 324.920180]]
### 18
fourier: [[20.230130, 21.649005, 22.811814, 26.155363, 97.832293]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_ascending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.149830, 28.684369, 29.192778, 30.719484, 115.784979], [27.885077, 30.534251, 32.908410, 34.648004, 161.836258], [34.116884, 34.488889, 35.413956, 37.851085, 152.872622], [18.404625, 20.643864, 20.804022, 23.242032, 23.420382], [21.735058, 24.053091, 24.290176, 26.052211, 27.546074], [16.788723, 17.768670, 22.125993, 22.587079, 177.142712], [24.669403, 26.859235, 27.190815, 31.116768, 73.678320], [21.939819, 22.831992, 27.599596, 27.709282, 109.463395], [25.819598, 28.652146, 29.642280, 31.869165, 32.746745], [25.585311, 28.197025, 31.143319, 31.420477, 237.156971]]
### 2
fourier: [[15.002954, 18.183340, 19.434556, 19.816463, 161.439576], [22.452409, 28.798313, 29.970961, 31.947271, 226.183531], [56.338748, 56.351153, 61.182854, 72.208691, 344.430550], [45.238264, 48.466048, 50.427679, 61.769260, 247.447965], [51.386629, 52.033688, 53.520535, 56.516250, 363.615022], [32.642761, 35.333163, 35.613571, 39.443266, 234.084014], [39.159450, 41.133351, 44.241849, 45.037570, 322.521455], [5.447440, 5.877948, 6.940737, 8.394110, 33.327670], [41.366181, 53.256500, 55.195088, 55.839600, 309.017620], [29.706085, 30.172474, 36.298684, 38.081693, 51.086146]]
### 4
fourier: [[49.738465, 52.744589, 53.296062, 62.659803, 317.898035], [19.741208, 19.891181, 23.424906, 26.377371, 64.805277], [37.131546, 45.289245, 46.229194, 48.758171, 331.142444], [84.489683, 85.193534, 91.844014, 109.058461, 499.737225], [41.225852, 42.283843, 43.113394, 49.440555, 305.039308], [25.741111, 27.256285, 34.336722, 44.242399, 60.911092], [45.704838, 50.667182, 52.123308, 64.546865, 302.013863], [59.047609, 59.487884, 61.968543, 68.438625, 434.049326], [38.653465, 43.709604, 45.611275, 50.676399, 375.361922], [40.695846, 44.376939, 44.896353, 53.633115, 248.253248]]
### 6
fourier: [[62.849651, 68.276968, 71.876098, 92.746514, 371.525871], [15.230183, 20.294532, 20.353562, 20.479795, 141.467927], [10.042052, 11.050328, 11.078856, 11.613585, 91.792589], [21.953998, 23.689869, 24.159978, 26.617674, 174.218138], [32.268878, 35.147345, 35.726908, 38.706569, 239.612654], [4.908533, 4.958876, 5.470193, 5.596513, 36.790261], [6.725624, 8.139648, 8.421863, 8.436061, 77.224470], [86.986580, 92.046819, 98.418353, 124.801886, 519.195994], [64.230499, 66.014806, 71.161964, 87.740954, 396.987626], [44.614140, 49.023769, 50.208066, 52.714276, 349.300152]]
### 8
fourier: [[39.603449, 41.757812, 43.915648, 51.387739, 240.421268], [73.906696, 77.947720, 82.176382, 96.156540, 463.798072], [67.003531, 70.610626, 74.354602, 86.970935, 418.081514], [79.366677, 83.734074, 88.280978, 103.319114, 491.615119], [34.681984, 36.544389, 38.426711, 44.948126, 221.082403], [45.020276, 47.446343, 49.958865, 58.437778, 273.102187], [45.560979, 48.041384, 50.589559, 59.193124, 303.514095], [57.563111, 60.776860, 64.051945, 74.997654, 361.172033], [29.771920, 31.433657, 33.059782, 38.714672, 192.235284], [85.560199, 90.334427, 95.169610, 111.433809, 540.761127]]
### 10
fourier: [[107.099711, 113.108026, 119.152963, 139.337201, 667.075098], [128.521251, 135.898170, 143.100812, 167.040991, 778.956108], [43.159619, 45.565906, 47.980865, 55.951970, 255.485011], [26.151970, 27.632490, 29.138306, 34.139526, 176.039905], [10.508283, 11.253530, 11.818462, 13.525207, 87.676998], [36.535242, 38.550073, 40.628437, 47.570141, 220.203018], [0.666533, 0.739996, 0.759357, 1.115966, 18.158089], [18.976341, 20.047885, 21.121024, 24.725878, 122.515894], [11.033001, 11.632868, 12.300930, 14.417137, 43.744495], [74.842957, 79.017829, 83.262921, 97.403974, 486.806112]]
### 12
fourier: [[7.925972, 8.298168, 8.771622, 10.390823, 54.513021], [45.602569, 48.359679, 50.867337, 59.275659, 299.783674], [155.930356, 165.049688, 173.748841, 202.237274, 961.373267], [20.832669, 22.066052, 23.221382, 26.923768, 149.771783], [27.093142, 28.794637, 30.260604, 35.223411, 190.469093], [150.894336, 159.806869, 168.189351, 195.660112, 927.754003], [0.827636, 0.828979, 0.974722, 1.062025, 33.790405], [68.521753, 72.645525, 76.423717, 88.600031, 432.146029], [60.536404, 63.883241, 67.328800, 78.744753, 400.601148], [67.921808, 72.061459, 75.783168, 88.046604, 418.851148]]
### 14
fourier: [[8.369890, 8.836402, 9.314485, 10.822910, 66.189963], [164.977026, 174.878187, 183.990102, 213.697079, 1018.473869], [16.282236, 17.255465, 18.156415, 21.076201, 126.061379], [83.309474, 88.295858, 92.903895, 107.936592, 506.372239], [77.377397, 82.031752, 86.301665, 100.269937, 478.880071], [65.709086, 69.622841, 73.265532, 85.117349, 375.082638], [32.660940, 34.618624, 36.424301, 42.399325, 182.820896], [57.641177, 61.120219, 64.295313, 74.695432, 354.714136], [6.991231, 7.402732, 7.792343, 9.022576, 74.329135], [136.264896, 144.432366, 151.964062, 176.578269, 840.992647]]
### 16
fourier: [[45.508695, 48.870181, 51.234242, 58.779958, 267.310780], [5.614896, 5.930884, 6.245179, 7.286197, 40.843159], [12.908671, 13.875017, 14.542679, 16.669576, 63.128947], [4.582798, 4.649857, 5.063131, 5.268556, 5.891454], [20.807912, 22.425886, 23.488599, 26.870215, 172.818613], [3.041261, 3.264697, 3.370975, 3.706968, 34.554043], [55.905467, 59.867867, 62.809030, 72.214164, 349.175751], [28.039076, 30.348642, 31.703066, 35.948801, 163.507573], [62.989328, 67.706177, 70.963854, 81.351745, 387.772404], [51.813853, 55.457934, 58.190281, 66.934792, 324.920180]]
### 18
fourier: [[20.230130, 21.649005, 22.811814, 26.155363, 97.832293]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_ascending
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6849710643291473, "train_acc": 0.47, "val_loss": 0.8120790123939514, "val_acc": 0.34}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6724289357662201, "train_acc": 0.6, "val_loss": 0.8240687847137451, "val_acc": 0.34}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6457124650478363, "train_acc": 0.6, "val_loss": 0.7098814249038696, "val_acc": 0.34}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.520175114274025, "train_acc": 0.54, "val_loss": 5.287656307220459, "val_acc": 0.34}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 1.7168851494789124, "train_acc": 0.655, "val_loss": 0.4859415888786316, "val_acc": 0.9}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.5288562178611755, "train_acc": 0.785, "val_loss": 0.5730951428413391, "val_acc": 0.82}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6723397970199585, "train_acc": 0.59, "val_loss": 0.5888789296150208, "val_acc": 0.66}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.712692141532898, "train_acc": 0.46, "val_loss": 0.5844710469245911, "val_acc": 0.66}], "summary": {"total_epochs": 8, "degraded_epochs": 3, "improved_epochs": 5, "patterns": ["sorted_ascending"], "degraded_stage": {"initial_val_loss": 0.8120790123939514, "final_val_loss": 0.7098814249038696, "initial_val_acc": 0.34, "final_val_acc": 0.34, "best_val_acc": 0.34}, "improved_stage": {"initial_val_loss": 5.287656307220459, "final_val_loss": 0.5844710469245911, "initial_val_acc": 0.34, "final_val_acc": 0.66, "best_val_acc": 0.9, "best_epoch": 4}, "improvement": 0.56, "first_improvement_epoch": 2}}
|
9,926
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.52, "improved_accuracy": 0.9, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2705, "learning_rate": 0.026337502662595533, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[34.303100, 34.750246, 39.215641, 40.381126, 211.098468], [26.890400, 27.008372, 27.115246, 28.813915, 31.280118], [29.321667, 30.047995, 31.726646, 35.389216, 248.910851], [29.880140, 30.647439, 30.860466, 31.198356, 79.000412], [22.635861, 24.028701, 30.505380, 31.670612, 60.096904], [13.144224, 14.224638, 14.413146, 14.649595, 104.550818], [27.395843, 28.814215, 34.061139, 36.694588, 267.925876], [24.101171, 26.025336, 28.975441, 34.294507, 114.296863], [26.569232, 26.780369, 28.598855, 29.100944, 31.660166], [18.444252, 20.594978, 21.038943, 21.429489, 39.168995], [14.936029, 15.520507, 16.508124, 16.766341, 33.138980]]
### 2
fourier: [[16.827411, 19.119541, 20.179677, 21.630463, 181.209176], [27.483347, 30.181861, 32.418089, 32.527371, 85.922121], [7.113206, 7.165525, 7.755489, 7.785295, 22.599205], [29.789010, 32.171315, 33.027568, 34.255581, 186.337931], [25.997158, 28.483983, 28.964029, 32.099751, 63.274926], [21.348122, 22.219918, 22.352913, 26.012169, 30.138829], [19.938844, 20.696332, 23.518055, 28.260964, 39.888825], [19.805178, 23.159776, 23.640785, 25.908518, 46.423091], [16.909597, 17.212310, 20.585237, 21.083012, 60.057288], [31.293990, 34.371825, 35.393142, 38.050907, 96.269876], [15.485228, 16.571803, 17.310259, 18.038490, 48.816434]]
### 4
fourier: [[23.378387, 24.116799, 24.260004, 25.289450, 26.757402], [15.993515, 16.218264, 17.282799, 17.712269, 17.908546], [24.924479, 29.593021, 31.147245, 31.573314, 55.548266], [28.766365, 31.130178, 35.055507, 35.634184, 71.225360], [22.703719, 26.967933, 28.249613, 28.360681, 74.259767], [22.763681, 25.337945, 27.596972, 29.328403, 37.867242], [35.582297, 41.351917, 45.858503, 47.334511, 139.420697], [16.254708, 17.344460, 18.109125, 20.614635, 143.049514], [22.914418, 26.591324, 29.919062, 30.235732, 30.277252], [28.413048, 31.088951, 33.866566, 34.037241, 87.335458], [18.713188, 22.068369, 22.443916, 22.981526, 23.368207]]
### 6
fourier: [[29.173137, 31.703340, 33.086336, 33.161173, 58.847581], [49.714219, 52.860258, 56.385220, 58.321844, 95.285486], [37.779889, 41.902176, 41.987272, 45.973823, 47.253672], [14.695048, 17.227439, 19.456873, 20.363717, 38.859900], [34.133583, 35.981724, 38.248969, 39.745162, 45.497160], [26.826691, 28.244807, 28.911761, 29.375758, 30.886309], [4.009365, 4.268370, 4.893923, 5.414899, 5.819122], [36.680217, 39.767852, 43.196970, 44.639469, 76.681996], [34.383144, 36.411981, 36.898256, 41.043975, 43.130956], [54.736439, 57.626228, 63.999226, 67.011789, 122.233494], [15.925524, 17.821782, 20.185055, 22.254466, 38.535721]]
### 8
fourier: [[69.424263, 74.452709, 80.770712, 85.790642, 157.131054], [44.193368, 47.543079, 50.502743, 53.648065, 53.758579], [38.488703, 38.842957, 45.536051, 49.508709, 132.434901], [24.064841, 28.240877, 28.781647, 31.719906, 32.569963], [46.910862, 50.239046, 54.390191, 57.064351, 92.141807], [56.949813, 59.627357, 65.153220, 68.230485, 125.450484], [14.229312, 15.227806, 16.883256, 17.195668, 50.778945], [18.940573, 20.689450, 20.892884, 23.128582, 24.060619], [20.364181, 23.276282, 25.567413, 28.143693, 44.243224], [24.877224, 26.045688, 29.292598, 31.430178, 40.429720], [59.359600, 61.717889, 68.023536, 71.969960, 137.012353]]
### 10
fourier: [[15.086402, 15.251561, 17.253003, 17.464208, 22.363939], [100.558087, 106.890309, 116.138967, 123.651478, 232.865288], [14.295024, 14.690078, 15.707108, 16.102292, 32.932294], [64.451253, 69.597600, 74.034538, 77.344600, 114.945792], [69.500194, 74.752697, 80.611963, 85.788418, 124.392071], [59.932038, 64.651665, 70.191554, 74.914391, 101.313761], [53.024366, 58.721645, 61.498809, 63.990648, 71.009796], [98.970610, 103.855056, 114.779262, 123.900460, 239.471769], [81.374171, 87.322615, 94.558773, 100.935421, 185.990096], [15.364942, 15.688533, 17.185319, 17.715345, 67.979374], [60.940715, 64.998011, 70.236436, 74.272303, 97.369600]]
### 12
fourier: [[38.901144, 42.241083, 44.583788, 46.321399, 49.251266], [124.154154, 126.115858, 146.557851, 164.394250, 457.964291], [126.223044, 132.195273, 145.551836, 158.711045, 318.642449], [121.670002, 127.859576, 139.274885, 150.846032, 285.992860], [94.436457, 98.815850, 108.012111, 117.187722, 224.352424], [143.266716, 149.109007, 163.927148, 179.341530, 354.030288], [120.747014, 123.693719, 140.146941, 155.980542, 402.485408], [135.148790, 141.169078, 156.170718, 171.091827, 361.553484], [91.506209, 96.001524, 104.673167, 113.522438, 194.263045], [113.292228, 118.206415, 130.276354, 143.137928, 305.316201], [112.569481, 116.612948, 128.943132, 141.298404, 285.193953]]
### 14
fourier: [[123.449250, 127.896231, 141.749172, 156.053047, 299.297397], [117.312414, 122.766993, 134.380722, 146.048950, 261.540369], [36.488998, 37.658351, 42.190622, 46.823935, 119.875825], [94.154783, 98.449264, 108.368827, 118.296957, 248.949533], [100.602553, 102.723264, 115.661118, 129.389754, 281.778394], [98.491215, 101.748010, 112.582239, 123.999390, 238.641672], [176.279624, 181.738622, 202.336720, 223.997509, 504.903174], [35.319314, 36.052391, 40.729400, 45.461959, 113.689748], [67.871053, 67.900554, 78.864535, 89.913195, 308.207018], [132.715997, 137.097327, 152.699414, 168.737767, 370.496658], [59.294799, 60.733235, 67.048816, 73.836457, 133.701198]]
### 16
fourier: [[128.952114, 133.572160, 148.408659, 164.224300, 360.178847]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[34.303100, 34.750246, 39.215641, 40.381126, 211.098468], [26.890400, 27.008372, 27.115246, 28.813915, 31.280118], [29.321667, 30.047995, 31.726646, 35.389216, 248.910851], [29.880140, 30.647439, 30.860466, 31.198356, 79.000412], [22.635861, 24.028701, 30.505380, 31.670612, 60.096904], [13.144224, 14.224638, 14.413146, 14.649595, 104.550818], [27.395843, 28.814215, 34.061139, 36.694588, 267.925876], [24.101171, 26.025336, 28.975441, 34.294507, 114.296863], [26.569232, 26.780369, 28.598855, 29.100944, 31.660166], [18.444252, 20.594978, 21.038943, 21.429489, 39.168995], [14.936029, 15.520507, 16.508124, 16.766341, 33.138980]]
### 2
fourier: [[16.827411, 19.119541, 20.179677, 21.630463, 181.209176], [27.483347, 30.181861, 32.418089, 32.527371, 85.922121], [7.113206, 7.165525, 7.755489, 7.785295, 22.599205], [29.789010, 32.171315, 33.027568, 34.255581, 186.337931], [25.997158, 28.483983, 28.964029, 32.099751, 63.274926], [21.348122, 22.219918, 22.352913, 26.012169, 30.138829], [19.938844, 20.696332, 23.518055, 28.260964, 39.888825], [19.805178, 23.159776, 23.640785, 25.908518, 46.423091], [16.909597, 17.212310, 20.585237, 21.083012, 60.057288], [31.293990, 34.371825, 35.393142, 38.050907, 96.269876], [15.485228, 16.571803, 17.310259, 18.038490, 48.816434]]
### 4
fourier: [[23.378387, 24.116799, 24.260004, 25.289450, 26.757402], [15.993515, 16.218264, 17.282799, 17.712269, 17.908546], [24.924479, 29.593021, 31.147245, 31.573314, 55.548266], [28.766365, 31.130178, 35.055507, 35.634184, 71.225360], [22.703719, 26.967933, 28.249613, 28.360681, 74.259767], [22.763681, 25.337945, 27.596972, 29.328403, 37.867242], [35.582297, 41.351917, 45.858503, 47.334511, 139.420697], [16.254708, 17.344460, 18.109125, 20.614635, 143.049514], [22.914418, 26.591324, 29.919062, 30.235732, 30.277252], [28.413048, 31.088951, 33.866566, 34.037241, 87.335458], [18.713188, 22.068369, 22.443916, 22.981526, 23.368207]]
### 6
fourier: [[29.173137, 31.703340, 33.086336, 33.161173, 58.847581], [49.714219, 52.860258, 56.385220, 58.321844, 95.285486], [37.779889, 41.902176, 41.987272, 45.973823, 47.253672], [14.695048, 17.227439, 19.456873, 20.363717, 38.859900], [34.133583, 35.981724, 38.248969, 39.745162, 45.497160], [26.826691, 28.244807, 28.911761, 29.375758, 30.886309], [4.009365, 4.268370, 4.893923, 5.414899, 5.819122], [36.680217, 39.767852, 43.196970, 44.639469, 76.681996], [34.383144, 36.411981, 36.898256, 41.043975, 43.130956], [54.736439, 57.626228, 63.999226, 67.011789, 122.233494], [15.925524, 17.821782, 20.185055, 22.254466, 38.535721]]
### 8
fourier: [[69.424263, 74.452709, 80.770712, 85.790642, 157.131054], [44.193368, 47.543079, 50.502743, 53.648065, 53.758579], [38.488703, 38.842957, 45.536051, 49.508709, 132.434901], [24.064841, 28.240877, 28.781647, 31.719906, 32.569963], [46.910862, 50.239046, 54.390191, 57.064351, 92.141807], [56.949813, 59.627357, 65.153220, 68.230485, 125.450484], [14.229312, 15.227806, 16.883256, 17.195668, 50.778945], [18.940573, 20.689450, 20.892884, 23.128582, 24.060619], [20.364181, 23.276282, 25.567413, 28.143693, 44.243224], [24.877224, 26.045688, 29.292598, 31.430178, 40.429720], [59.359600, 61.717889, 68.023536, 71.969960, 137.012353]]
### 10
fourier: [[15.086402, 15.251561, 17.253003, 17.464208, 22.363939], [100.558087, 106.890309, 116.138967, 123.651478, 232.865288], [14.295024, 14.690078, 15.707108, 16.102292, 32.932294], [64.451253, 69.597600, 74.034538, 77.344600, 114.945792], [69.500194, 74.752697, 80.611963, 85.788418, 124.392071], [59.932038, 64.651665, 70.191554, 74.914391, 101.313761], [53.024366, 58.721645, 61.498809, 63.990648, 71.009796], [98.970610, 103.855056, 114.779262, 123.900460, 239.471769], [81.374171, 87.322615, 94.558773, 100.935421, 185.990096], [15.364942, 15.688533, 17.185319, 17.715345, 67.979374], [60.940715, 64.998011, 70.236436, 74.272303, 97.369600]]
### 12
fourier: [[38.901144, 42.241083, 44.583788, 46.321399, 49.251266], [124.154154, 126.115858, 146.557851, 164.394250, 457.964291], [126.223044, 132.195273, 145.551836, 158.711045, 318.642449], [121.670002, 127.859576, 139.274885, 150.846032, 285.992860], [94.436457, 98.815850, 108.012111, 117.187722, 224.352424], [143.266716, 149.109007, 163.927148, 179.341530, 354.030288], [120.747014, 123.693719, 140.146941, 155.980542, 402.485408], [135.148790, 141.169078, 156.170718, 171.091827, 361.553484], [91.506209, 96.001524, 104.673167, 113.522438, 194.263045], [113.292228, 118.206415, 130.276354, 143.137928, 305.316201], [112.569481, 116.612948, 128.943132, 141.298404, 285.193953]]
### 14
fourier: [[123.449250, 127.896231, 141.749172, 156.053047, 299.297397], [117.312414, 122.766993, 134.380722, 146.048950, 261.540369], [36.488998, 37.658351, 42.190622, 46.823935, 119.875825], [94.154783, 98.449264, 108.368827, 118.296957, 248.949533], [100.602553, 102.723264, 115.661118, 129.389754, 281.778394], [98.491215, 101.748010, 112.582239, 123.999390, 238.641672], [176.279624, 181.738622, 202.336720, 223.997509, 504.903174], [35.319314, 36.052391, 40.729400, 45.461959, 113.689748], [67.871053, 67.900554, 78.864535, 89.913195, 308.207018], [132.715997, 137.097327, 152.699414, 168.737767, 370.496658], [59.294799, 60.733235, 67.048816, 73.836457, 133.701198]]
### 16
fourier: [[128.952114, 133.572160, 148.408659, 164.224300, 360.178847]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6838929057121277, "train_acc": 0.57, "val_loss": 0.7006901502609253, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6833002865314484, "train_acc": 0.57, "val_loss": 0.6898648142814636, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6623497307300568, "train_acc": 0.57, "val_loss": 0.6144871711730957, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6062581241130829, "train_acc": 0.495, "val_loss": 0.44649115204811096, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.42062613368034363, "train_acc": 0.87, "val_loss": 0.35376518964767456, "val_acc": 0.88}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.3445928990840912, "train_acc": 0.845, "val_loss": 0.3614034354686737, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.32187914848327637, "train_acc": 0.885, "val_loss": 0.6511686444282532, "val_acc": 0.86}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.35141682624816895, "train_acc": 0.87, "val_loss": 0.3054383397102356, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.27006591856479645, "train_acc": 0.88, "val_loss": 0.3137430250644684, "val_acc": 0.88}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.35955335199832916, "train_acc": 0.85, "val_loss": 0.3255244493484497, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.33079883456230164, "train_acc": 0.86, "val_loss": 0.28459224104881287, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.30577288568019867, "train_acc": 0.865, "val_loss": 0.28402721881866455, "val_acc": 0.9}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.2979220300912857, "train_acc": 0.875, "val_loss": 0.2867209315299988, "val_acc": 0.9}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.7006901502609253, "final_val_loss": 0.6144871711730957, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.44649115204811096, "final_val_loss": 0.2867209315299988, "initial_val_acc": 0.84, "final_val_acc": 0.9, "best_val_acc": 0.9, "best_epoch": 10}, "improvement": 0.38, "first_improvement_epoch": 2}}
|
9,927
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.42, "improved_accuracy": 0.96, "improvement": 0.54, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 5589, "learning_rate": 0.06410185833511632, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[36.620718, 38.051754, 38.057800, 40.385986, 70.203564], [38.527874, 40.971634, 45.097580, 48.233442, 114.118074], [37.693889, 40.568626, 40.720690, 42.930787, 309.416730], [37.800019, 40.211417, 41.965974, 48.687921, 86.376689], [36.920217, 37.465384, 37.494522, 38.399213, 309.225116], [47.266761, 47.992573, 52.214907, 56.884407, 111.191133], [35.909812, 38.570776, 40.465104, 40.477865, 197.362138], [21.590259, 22.972115, 24.240113, 28.124493, 93.813495], [28.115218, 28.255526, 31.057816, 33.227607, 42.533427], [45.639694, 48.071398, 52.301994, 58.544301, 334.071882]]
### 2
fourier: [[20.294903, 21.597530, 21.938929, 26.276682, 31.764218], [29.188240, 29.854919, 33.508858, 36.959859, 87.021129], [20.536515, 21.363647, 23.473966, 26.577382, 117.188378], [14.612856, 15.684985, 18.190129, 22.533963, 89.104376], [36.285501, 37.975959, 38.150210, 41.557012, 242.378761], [48.549407, 48.716342, 48.976683, 54.311227, 171.118656], [18.517930, 19.655022, 21.393292, 24.355966, 126.270950], [33.289728, 33.969381, 35.676505, 40.662035, 74.395078], [50.970340, 52.785406, 52.795250, 58.867515, 187.658721], [21.468369, 23.985256, 24.767097, 25.818487, 100.869462]]
### 4
fourier: [[45.327614, 51.323980, 51.483156, 53.004319, 178.579134], [30.568157, 32.418999, 32.439635, 33.249262, 135.357294], [44.539919, 46.056186, 46.664424, 48.862102, 165.095923], [67.533507, 69.240918, 69.799108, 71.506109, 292.318932], [11.704520, 13.357074, 13.839476, 14.570392, 110.814250], [55.582755, 55.820540, 57.029142, 62.774607, 251.801676], [42.997419, 43.789769, 44.024048, 47.630398, 179.294445], [33.777308, 34.347391, 36.152883, 36.935788, 94.441661], [28.501023, 28.905665, 30.846016, 32.076783, 104.583259], [23.829338, 26.432793, 26.721521, 27.254403, 108.662569]]
### 6
fourier: [[2.277608, 2.314916, 2.452462, 2.531140, 7.159822], [58.956645, 59.096881, 60.933105, 67.155182, 267.273350], [42.254879, 42.851014, 46.178859, 50.187430, 171.027397], [36.667747, 36.967386, 38.258379, 41.237516, 181.856916], [70.301510, 71.228146, 72.220683, 79.484215, 305.264448], [8.200159, 8.245519, 8.980812, 9.082692, 51.111743], [35.082765, 35.701710, 40.380169, 43.437064, 138.817680], [55.855910, 56.356763, 58.671924, 63.780225, 260.020569], [66.518181, 67.497087, 71.431013, 77.850028, 326.061636], [39.353514, 39.819089, 39.957938, 40.028342, 196.604791]]
### 8
fourier: [[102.212641, 102.546591, 104.636206, 112.015035, 533.246914], [76.490433, 76.717262, 77.144617, 83.724773, 365.580592], [41.934660, 42.313949, 45.509037, 49.207841, 227.950783], [39.560727, 39.800753, 42.069445, 45.540137, 220.289846], [32.132770, 32.594399, 33.072192, 34.821351, 164.437000], [15.263570, 15.285890, 15.963153, 16.727118, 106.908281], [3.924310, 4.066003, 4.112818, 4.669899, 18.566174], [36.673533, 37.054688, 37.680055, 40.051003, 188.197571], [117.785258, 118.796160, 121.681681, 127.609883, 602.893009], [99.090246, 99.976907, 102.500848, 106.934894, 488.910292]]
### 10
fourier: [[37.724965, 38.037936, 39.835788, 40.320270, 222.379086], [157.657067, 158.962456, 164.871381, 171.161954, 867.685029], [69.448397, 69.662361, 71.790166, 76.000789, 357.229022], [63.727910, 64.363156, 66.868087, 67.537480, 332.981674], [87.793089, 88.381904, 92.017132, 94.542249, 449.216682], [101.049985, 101.875843, 105.761067, 109.495038, 513.722994], [171.049970, 172.256156, 179.157888, 185.716706, 929.083993], [107.592406, 108.414589, 111.527214, 118.212155, 569.435176], [104.852898, 105.924512, 109.222308, 113.495637, 527.999164], [167.630598, 168.914143, 175.441114, 181.951659, 903.261408]]
### 12
fourier: [[203.613252, 205.524279, 214.864212, 220.908313, 1044.012836], [188.779680, 190.600737, 198.354691, 206.326766, 1001.156783], [176.096332, 177.614986, 185.048727, 191.379320, 986.374149], [119.314398, 120.354955, 126.109100, 129.322094, 625.731431], [130.327234, 131.449028, 137.173550, 141.880224, 684.734520], [46.834861, 47.160862, 49.374191, 50.016832, 290.941907], [181.440757, 183.021731, 192.138975, 197.023439, 995.048276], [191.997429, 193.659614, 202.538442, 208.638566, 1047.553492], [290.875215, 293.378223, 304.609957, 317.579035, 1611.782651], [262.508827, 264.728775, 275.304830, 285.664536, 1417.965537]]
### 14
fourier: [[377.326647, 380.770711, 397.364114, 410.220948, 2047.862590], [569.465796, 574.172253, 598.548160, 622.028887, 3227.173688], [299.975316, 302.738457, 316.632398, 326.936562, 1616.194945], [84.891553, 85.298151, 87.212968, 92.755679, 495.533007], [542.871127, 547.850922, 572.917480, 591.419362, 2867.999555], [402.362246, 405.954711, 423.316790, 438.655749, 2183.805780], [23.614547, 23.777846, 24.096488, 25.389827, 69.710854], [110.736758, 111.228378, 115.681879, 120.798691, 602.533441], [186.702714, 188.036862, 195.946748, 203.700608, 1103.124635], [602.539377, 608.198773, 635.965463, 656.737150, 3178.433435]]
### 16
fourier: [[368.466910, 371.618829, 387.928006, 402.949213, 2042.938983], [49.832470, 50.399714, 53.094117, 54.038768, 298.550106], [88.589152, 89.221108, 93.635667, 96.733117, 487.468363], [352.238934, 355.148617, 369.277223, 383.284433, 1899.220165], [160.821908, 162.328070, 169.295814, 174.796591, 884.329273], [4.549061, 5.149084, 5.360271, 6.774683, 84.332615], [192.441866, 194.100160, 202.307440, 209.345680, 1111.091660], [388.363440, 391.328337, 406.076947, 423.904360, 2072.169528], [463.649122, 467.527590, 486.618133, 505.891723, 2484.678403], [4.052794, 4.640483, 4.646325, 5.257890, 21.952969]]
### 18
fourier: [[36.023801, 36.440939, 37.298408, 39.709136, 190.358681], [213.980064, 215.831693, 224.689983, 233.792733, 1137.002349], [122.408732, 122.747539, 126.030320, 134.045835, 669.122202], [162.133093, 162.250753, 167.007354, 177.542349, 858.208728], [194.708542, 196.282457, 205.010221, 212.675145, 1105.767116], [407.149452, 408.237359, 423.622026, 445.057121, 2229.474646], [318.893556, 320.833871, 334.513188, 348.310322, 1749.525163], [220.255190, 222.007790, 231.917108, 239.454527, 1247.700926], [236.779811, 238.251314, 245.568756, 259.157777, 1335.229337], [239.863991, 240.957966, 247.714952, 262.622021, 1342.038153]]
### 20
fourier: [[206.809699, 207.095313, 212.841566, 225.932586, 1143.493817]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[36.620718, 38.051754, 38.057800, 40.385986, 70.203564], [38.527874, 40.971634, 45.097580, 48.233442, 114.118074], [37.693889, 40.568626, 40.720690, 42.930787, 309.416730], [37.800019, 40.211417, 41.965974, 48.687921, 86.376689], [36.920217, 37.465384, 37.494522, 38.399213, 309.225116], [47.266761, 47.992573, 52.214907, 56.884407, 111.191133], [35.909812, 38.570776, 40.465104, 40.477865, 197.362138], [21.590259, 22.972115, 24.240113, 28.124493, 93.813495], [28.115218, 28.255526, 31.057816, 33.227607, 42.533427], [45.639694, 48.071398, 52.301994, 58.544301, 334.071882]]
### 2
fourier: [[20.294903, 21.597530, 21.938929, 26.276682, 31.764218], [29.188240, 29.854919, 33.508858, 36.959859, 87.021129], [20.536515, 21.363647, 23.473966, 26.577382, 117.188378], [14.612856, 15.684985, 18.190129, 22.533963, 89.104376], [36.285501, 37.975959, 38.150210, 41.557012, 242.378761], [48.549407, 48.716342, 48.976683, 54.311227, 171.118656], [18.517930, 19.655022, 21.393292, 24.355966, 126.270950], [33.289728, 33.969381, 35.676505, 40.662035, 74.395078], [50.970340, 52.785406, 52.795250, 58.867515, 187.658721], [21.468369, 23.985256, 24.767097, 25.818487, 100.869462]]
### 4
fourier: [[45.327614, 51.323980, 51.483156, 53.004319, 178.579134], [30.568157, 32.418999, 32.439635, 33.249262, 135.357294], [44.539919, 46.056186, 46.664424, 48.862102, 165.095923], [67.533507, 69.240918, 69.799108, 71.506109, 292.318932], [11.704520, 13.357074, 13.839476, 14.570392, 110.814250], [55.582755, 55.820540, 57.029142, 62.774607, 251.801676], [42.997419, 43.789769, 44.024048, 47.630398, 179.294445], [33.777308, 34.347391, 36.152883, 36.935788, 94.441661], [28.501023, 28.905665, 30.846016, 32.076783, 104.583259], [23.829338, 26.432793, 26.721521, 27.254403, 108.662569]]
### 6
fourier: [[2.277608, 2.314916, 2.452462, 2.531140, 7.159822], [58.956645, 59.096881, 60.933105, 67.155182, 267.273350], [42.254879, 42.851014, 46.178859, 50.187430, 171.027397], [36.667747, 36.967386, 38.258379, 41.237516, 181.856916], [70.301510, 71.228146, 72.220683, 79.484215, 305.264448], [8.200159, 8.245519, 8.980812, 9.082692, 51.111743], [35.082765, 35.701710, 40.380169, 43.437064, 138.817680], [55.855910, 56.356763, 58.671924, 63.780225, 260.020569], [66.518181, 67.497087, 71.431013, 77.850028, 326.061636], [39.353514, 39.819089, 39.957938, 40.028342, 196.604791]]
### 8
fourier: [[102.212641, 102.546591, 104.636206, 112.015035, 533.246914], [76.490433, 76.717262, 77.144617, 83.724773, 365.580592], [41.934660, 42.313949, 45.509037, 49.207841, 227.950783], [39.560727, 39.800753, 42.069445, 45.540137, 220.289846], [32.132770, 32.594399, 33.072192, 34.821351, 164.437000], [15.263570, 15.285890, 15.963153, 16.727118, 106.908281], [3.924310, 4.066003, 4.112818, 4.669899, 18.566174], [36.673533, 37.054688, 37.680055, 40.051003, 188.197571], [117.785258, 118.796160, 121.681681, 127.609883, 602.893009], [99.090246, 99.976907, 102.500848, 106.934894, 488.910292]]
### 10
fourier: [[37.724965, 38.037936, 39.835788, 40.320270, 222.379086], [157.657067, 158.962456, 164.871381, 171.161954, 867.685029], [69.448397, 69.662361, 71.790166, 76.000789, 357.229022], [63.727910, 64.363156, 66.868087, 67.537480, 332.981674], [87.793089, 88.381904, 92.017132, 94.542249, 449.216682], [101.049985, 101.875843, 105.761067, 109.495038, 513.722994], [171.049970, 172.256156, 179.157888, 185.716706, 929.083993], [107.592406, 108.414589, 111.527214, 118.212155, 569.435176], [104.852898, 105.924512, 109.222308, 113.495637, 527.999164], [167.630598, 168.914143, 175.441114, 181.951659, 903.261408]]
### 12
fourier: [[203.613252, 205.524279, 214.864212, 220.908313, 1044.012836], [188.779680, 190.600737, 198.354691, 206.326766, 1001.156783], [176.096332, 177.614986, 185.048727, 191.379320, 986.374149], [119.314398, 120.354955, 126.109100, 129.322094, 625.731431], [130.327234, 131.449028, 137.173550, 141.880224, 684.734520], [46.834861, 47.160862, 49.374191, 50.016832, 290.941907], [181.440757, 183.021731, 192.138975, 197.023439, 995.048276], [191.997429, 193.659614, 202.538442, 208.638566, 1047.553492], [290.875215, 293.378223, 304.609957, 317.579035, 1611.782651], [262.508827, 264.728775, 275.304830, 285.664536, 1417.965537]]
### 14
fourier: [[377.326647, 380.770711, 397.364114, 410.220948, 2047.862590], [569.465796, 574.172253, 598.548160, 622.028887, 3227.173688], [299.975316, 302.738457, 316.632398, 326.936562, 1616.194945], [84.891553, 85.298151, 87.212968, 92.755679, 495.533007], [542.871127, 547.850922, 572.917480, 591.419362, 2867.999555], [402.362246, 405.954711, 423.316790, 438.655749, 2183.805780], [23.614547, 23.777846, 24.096488, 25.389827, 69.710854], [110.736758, 111.228378, 115.681879, 120.798691, 602.533441], [186.702714, 188.036862, 195.946748, 203.700608, 1103.124635], [602.539377, 608.198773, 635.965463, 656.737150, 3178.433435]]
### 16
fourier: [[368.466910, 371.618829, 387.928006, 402.949213, 2042.938983], [49.832470, 50.399714, 53.094117, 54.038768, 298.550106], [88.589152, 89.221108, 93.635667, 96.733117, 487.468363], [352.238934, 355.148617, 369.277223, 383.284433, 1899.220165], [160.821908, 162.328070, 169.295814, 174.796591, 884.329273], [4.549061, 5.149084, 5.360271, 6.774683, 84.332615], [192.441866, 194.100160, 202.307440, 209.345680, 1111.091660], [388.363440, 391.328337, 406.076947, 423.904360, 2072.169528], [463.649122, 467.527590, 486.618133, 505.891723, 2484.678403], [4.052794, 4.640483, 4.646325, 5.257890, 21.952969]]
### 18
fourier: [[36.023801, 36.440939, 37.298408, 39.709136, 190.358681], [213.980064, 215.831693, 224.689983, 233.792733, 1137.002349], [122.408732, 122.747539, 126.030320, 134.045835, 669.122202], [162.133093, 162.250753, 167.007354, 177.542349, 858.208728], [194.708542, 196.282457, 205.010221, 212.675145, 1105.767116], [407.149452, 408.237359, 423.622026, 445.057121, 2229.474646], [318.893556, 320.833871, 334.513188, 348.310322, 1749.525163], [220.255190, 222.007790, 231.917108, 239.454527, 1247.700926], [236.779811, 238.251314, 245.568756, 259.157777, 1335.229337], [239.863991, 240.957966, 247.714952, 262.622021, 1342.038153]]
### 20
fourier: [[206.809699, 207.095313, 212.841566, 225.932586, 1143.493817]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6890988051891327, "train_acc": 0.485, "val_loss": 0.7950756549835205, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6775810718536377, "train_acc": 0.595, "val_loss": 0.7513871788978577, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7008046805858612, "train_acc": 0.52, "val_loss": 0.679880678653717, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6704035997390747, "train_acc": 0.595, "val_loss": 0.6290398240089417, "val_acc": 0.7}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.7007093131542206, "train_acc": 0.7, "val_loss": 0.5800812244415283, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.5718553066253662, "train_acc": 0.75, "val_loss": 0.48374617099761963, "val_acc": 0.88}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.5845973789691925, "train_acc": 0.755, "val_loss": 0.5220531821250916, "val_acc": 0.84}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5157111287117004, "train_acc": 0.8, "val_loss": 0.5458957552909851, "val_acc": 0.72}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.5016568750143051, "train_acc": 0.755, "val_loss": 0.4777444899082184, "val_acc": 0.76}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.44533078372478485, "train_acc": 0.785, "val_loss": 0.3682260811328888, "val_acc": 0.88}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.40425996482372284, "train_acc": 0.8, "val_loss": 0.25377434492111206, "val_acc": 0.96}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.49213701486587524, "train_acc": 0.82, "val_loss": 0.1921718269586563, "val_acc": 0.96}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.7950756549835205, "final_val_loss": 0.7513871788978577, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.679880678653717, "final_val_loss": 0.1921718269586563, "initial_val_acc": 0.8, "final_val_acc": 0.96, "best_val_acc": 0.96, "best_epoch": 10}, "improvement": 0.54, "first_improvement_epoch": 1}}
|
9,928
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.48, "improved_accuracy": 0.88, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3690, "learning_rate": 0.07634201240994568, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[42.289546, 43.609393, 44.073326, 50.534820, 164.365525], [29.611992, 32.690197, 33.052478, 33.418311, 46.185380], [21.377053, 21.687145, 23.594128, 25.579317, 49.567981], [23.915605, 23.986638, 25.972239, 28.015299, 36.745731], [21.969402, 22.429422, 23.752862, 26.803186, 59.036086], [32.651741, 33.554718, 35.901699, 36.725023, 38.254389], [22.304634, 23.216687, 23.438384, 33.394536, 152.435108], [20.599074, 20.949924, 25.501392, 29.582611, 52.473235], [19.957729, 23.132685, 27.335471, 28.297792, 91.003807], [35.866700, 36.380767, 38.307108, 39.305337, 39.563317], [29.938462, 30.525208, 33.817427, 41.305268, 164.914401]]
### 2
fourier: [[21.846305, 21.981741, 22.667906, 24.703247, 195.069464], [21.446719, 23.743924, 24.816186, 30.236574, 112.389695], [16.492234, 18.989429, 19.202110, 20.671550, 22.672827], [28.477722, 29.470271, 29.652708, 36.696724, 38.073879], [31.187477, 40.538505, 43.232606, 43.752739, 45.612032], [17.535116, 22.113667, 25.381323, 27.388217, 272.702547], [19.838261, 19.920057, 20.717037, 23.672431, 25.103131], [34.364413, 37.461723, 37.608952, 41.785227, 65.937064], [25.027740, 25.699543, 27.348597, 29.033958, 60.509458], [4.725701, 4.854152, 5.506866, 6.532399, 93.288280], [14.944065, 17.266445, 17.426588, 19.077222, 40.920556]]
### 4
fourier: [[17.694583, 18.305433, 21.656566, 22.774970, 50.369584], [3.672863, 3.712009, 4.140822, 4.337368, 5.209407], [32.553704, 33.008297, 40.706503, 43.765779, 81.744979], [11.402027, 11.521931, 12.638863, 15.836380, 89.218824], [9.429413, 9.512423, 10.787943, 12.412976, 66.596980], [7.378637, 8.167857, 8.414705, 9.616584, 71.710791], [12.743879, 13.178132, 15.648864, 19.267428, 95.601265], [21.708086, 21.930315, 22.695112, 23.848446, 182.102035], [13.686163, 13.868402, 18.043518, 18.309926, 43.896571], [30.057095, 31.027811, 37.196067, 39.267034, 59.122548], [8.223547, 8.581782, 9.015985, 11.826747, 98.251252]]
### 6
fourier: [[17.896383, 18.535690, 19.466651, 23.056136, 94.509657], [10.837431, 11.002046, 11.312850, 13.805881, 67.551954], [9.378027, 9.624053, 10.044280, 12.047788, 45.552204], [6.941330, 6.980132, 7.549537, 8.657276, 49.128468], [18.820848, 19.158034, 19.313890, 23.489367, 104.668282], [16.094752, 16.328142, 16.935653, 20.394258, 82.151902], [32.126643, 32.797875, 32.892711, 40.096041, 158.311863], [31.051915, 31.271407, 32.415475, 38.583798, 110.909242], [20.176912, 20.520286, 22.064326, 25.477861, 119.530948], [7.128679, 7.766323, 7.819464, 8.515673, 9.874410], [8.657801, 8.838915, 9.581766, 9.695573, 10.873514]]
### 8
fourier: [[11.980553, 12.751405, 13.257062, 15.611907, 55.172520], [0.405772, 0.516878, 0.545431, 0.569136, 12.270216], [3.569533, 4.138308, 4.609548, 5.176694, 28.100688], [2.762545, 3.079874, 3.168831, 3.860618, 22.429284], [4.965232, 4.982733, 5.339478, 6.086318, 15.417765], [0.723807, 0.814336, 0.912437, 0.994763, 25.649174], [11.330249, 12.228415, 12.726163, 15.010507, 29.450610], [6.170205, 6.179073, 7.366381, 7.464494, 88.778025], [1.190775, 1.222832, 1.222919, 1.688831, 33.274634], [9.825602, 11.176152, 11.897417, 13.745236, 20.955355], [0.236654, 0.236694, 0.244592, 0.291874, 22.966400]]
### 10
fourier: [[3.112657, 3.647065, 4.037501, 4.573276, 8.648436], [3.462786, 4.173253, 4.498979, 5.156967, 41.362960], [10.820850, 11.309831, 13.293638, 14.246487, 16.375134], [3.612265, 4.171692, 4.525230, 5.120970, 27.931921], [4.654585, 5.268909, 5.477830, 6.431213, 24.046890], [1.098516, 1.157638, 1.168290, 1.375196, 23.440749], [3.977728, 4.531093, 4.997981, 5.601968, 64.455018], [1.184317, 1.267382, 1.296958, 1.761113, 43.179329], [14.848663, 17.636967, 19.030676, 21.711753, 93.584611], [4.215766, 4.414108, 5.084484, 5.236899, 6.188348], [4.225683, 4.770781, 5.264872, 5.909495, 55.508251]]
### 12
fourier: [[5.746601, 6.085545, 6.841293, 7.552804, 66.059028], [1.804623, 1.915824, 2.142839, 2.355579, 51.119801], [5.001911, 5.675032, 6.041178, 6.971762, 21.656354], [5.818439, 6.554955, 7.317130, 8.107491, 38.712990], [1.617739, 1.790363, 1.904517, 2.197336, 37.335579], [2.562004, 3.065929, 3.163175, 3.764021, 42.971206], [6.918207, 7.743139, 8.678905, 9.550130, 68.500261], [10.262483, 12.371559, 12.863024, 15.237786, 30.578610], [4.433231, 4.818487, 4.862078, 5.989845, 30.909686], [8.615586, 10.359772, 11.330361, 12.792195, 96.630171], [1.407518, 1.510541, 1.549254, 1.648026, 50.400775]]
### 14
fourier: [[1.936408, 2.274401, 2.430671, 2.803134, 4.406771], [2.323207, 2.634960, 2.885503, 2.911743, 91.928219], [6.438198, 7.871159, 8.156426, 9.708703, 47.542971], [1.636739, 1.855247, 2.087120, 2.301095, 40.367818], [3.215997, 3.900156, 4.170289, 4.829893, 10.517922], [0.907714, 0.909890, 0.944942, 0.996973, 71.170262], [7.915466, 9.629989, 10.016034, 11.861977, 13.653129], [6.035252, 6.105868, 7.362899, 7.662156, 9.045945], [6.408450, 7.822908, 8.314438, 9.661446, 46.411588], [3.249286, 3.965984, 4.152308, 4.919783, 31.556249], [0.142212, 0.143686, 0.157690, 0.180930, 34.827777]]
### 16
fourier: [[6.423500, 7.904883, 8.221933, 9.729700, 17.419752]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[42.289546, 43.609393, 44.073326, 50.534820, 164.365525], [29.611992, 32.690197, 33.052478, 33.418311, 46.185380], [21.377053, 21.687145, 23.594128, 25.579317, 49.567981], [23.915605, 23.986638, 25.972239, 28.015299, 36.745731], [21.969402, 22.429422, 23.752862, 26.803186, 59.036086], [32.651741, 33.554718, 35.901699, 36.725023, 38.254389], [22.304634, 23.216687, 23.438384, 33.394536, 152.435108], [20.599074, 20.949924, 25.501392, 29.582611, 52.473235], [19.957729, 23.132685, 27.335471, 28.297792, 91.003807], [35.866700, 36.380767, 38.307108, 39.305337, 39.563317], [29.938462, 30.525208, 33.817427, 41.305268, 164.914401]]
### 2
fourier: [[21.846305, 21.981741, 22.667906, 24.703247, 195.069464], [21.446719, 23.743924, 24.816186, 30.236574, 112.389695], [16.492234, 18.989429, 19.202110, 20.671550, 22.672827], [28.477722, 29.470271, 29.652708, 36.696724, 38.073879], [31.187477, 40.538505, 43.232606, 43.752739, 45.612032], [17.535116, 22.113667, 25.381323, 27.388217, 272.702547], [19.838261, 19.920057, 20.717037, 23.672431, 25.103131], [34.364413, 37.461723, 37.608952, 41.785227, 65.937064], [25.027740, 25.699543, 27.348597, 29.033958, 60.509458], [4.725701, 4.854152, 5.506866, 6.532399, 93.288280], [14.944065, 17.266445, 17.426588, 19.077222, 40.920556]]
### 4
fourier: [[17.694583, 18.305433, 21.656566, 22.774970, 50.369584], [3.672863, 3.712009, 4.140822, 4.337368, 5.209407], [32.553704, 33.008297, 40.706503, 43.765779, 81.744979], [11.402027, 11.521931, 12.638863, 15.836380, 89.218824], [9.429413, 9.512423, 10.787943, 12.412976, 66.596980], [7.378637, 8.167857, 8.414705, 9.616584, 71.710791], [12.743879, 13.178132, 15.648864, 19.267428, 95.601265], [21.708086, 21.930315, 22.695112, 23.848446, 182.102035], [13.686163, 13.868402, 18.043518, 18.309926, 43.896571], [30.057095, 31.027811, 37.196067, 39.267034, 59.122548], [8.223547, 8.581782, 9.015985, 11.826747, 98.251252]]
### 6
fourier: [[17.896383, 18.535690, 19.466651, 23.056136, 94.509657], [10.837431, 11.002046, 11.312850, 13.805881, 67.551954], [9.378027, 9.624053, 10.044280, 12.047788, 45.552204], [6.941330, 6.980132, 7.549537, 8.657276, 49.128468], [18.820848, 19.158034, 19.313890, 23.489367, 104.668282], [16.094752, 16.328142, 16.935653, 20.394258, 82.151902], [32.126643, 32.797875, 32.892711, 40.096041, 158.311863], [31.051915, 31.271407, 32.415475, 38.583798, 110.909242], [20.176912, 20.520286, 22.064326, 25.477861, 119.530948], [7.128679, 7.766323, 7.819464, 8.515673, 9.874410], [8.657801, 8.838915, 9.581766, 9.695573, 10.873514]]
### 8
fourier: [[11.980553, 12.751405, 13.257062, 15.611907, 55.172520], [0.405772, 0.516878, 0.545431, 0.569136, 12.270216], [3.569533, 4.138308, 4.609548, 5.176694, 28.100688], [2.762545, 3.079874, 3.168831, 3.860618, 22.429284], [4.965232, 4.982733, 5.339478, 6.086318, 15.417765], [0.723807, 0.814336, 0.912437, 0.994763, 25.649174], [11.330249, 12.228415, 12.726163, 15.010507, 29.450610], [6.170205, 6.179073, 7.366381, 7.464494, 88.778025], [1.190775, 1.222832, 1.222919, 1.688831, 33.274634], [9.825602, 11.176152, 11.897417, 13.745236, 20.955355], [0.236654, 0.236694, 0.244592, 0.291874, 22.966400]]
### 10
fourier: [[3.112657, 3.647065, 4.037501, 4.573276, 8.648436], [3.462786, 4.173253, 4.498979, 5.156967, 41.362960], [10.820850, 11.309831, 13.293638, 14.246487, 16.375134], [3.612265, 4.171692, 4.525230, 5.120970, 27.931921], [4.654585, 5.268909, 5.477830, 6.431213, 24.046890], [1.098516, 1.157638, 1.168290, 1.375196, 23.440749], [3.977728, 4.531093, 4.997981, 5.601968, 64.455018], [1.184317, 1.267382, 1.296958, 1.761113, 43.179329], [14.848663, 17.636967, 19.030676, 21.711753, 93.584611], [4.215766, 4.414108, 5.084484, 5.236899, 6.188348], [4.225683, 4.770781, 5.264872, 5.909495, 55.508251]]
### 12
fourier: [[5.746601, 6.085545, 6.841293, 7.552804, 66.059028], [1.804623, 1.915824, 2.142839, 2.355579, 51.119801], [5.001911, 5.675032, 6.041178, 6.971762, 21.656354], [5.818439, 6.554955, 7.317130, 8.107491, 38.712990], [1.617739, 1.790363, 1.904517, 2.197336, 37.335579], [2.562004, 3.065929, 3.163175, 3.764021, 42.971206], [6.918207, 7.743139, 8.678905, 9.550130, 68.500261], [10.262483, 12.371559, 12.863024, 15.237786, 30.578610], [4.433231, 4.818487, 4.862078, 5.989845, 30.909686], [8.615586, 10.359772, 11.330361, 12.792195, 96.630171], [1.407518, 1.510541, 1.549254, 1.648026, 50.400775]]
### 14
fourier: [[1.936408, 2.274401, 2.430671, 2.803134, 4.406771], [2.323207, 2.634960, 2.885503, 2.911743, 91.928219], [6.438198, 7.871159, 8.156426, 9.708703, 47.542971], [1.636739, 1.855247, 2.087120, 2.301095, 40.367818], [3.215997, 3.900156, 4.170289, 4.829893, 10.517922], [0.907714, 0.909890, 0.944942, 0.996973, 71.170262], [7.915466, 9.629989, 10.016034, 11.861977, 13.653129], [6.035252, 6.105868, 7.362899, 7.662156, 9.045945], [6.408450, 7.822908, 8.314438, 9.661446, 46.411588], [3.249286, 3.965984, 4.152308, 4.919783, 31.556249], [0.142212, 0.143686, 0.157690, 0.180930, 34.827777]]
### 16
fourier: [[6.423500, 7.904883, 8.221933, 9.729700, 17.419752]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6835925877094269, "train_acc": 0.535, "val_loss": 0.7199487090110779, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.678054004907608, "train_acc": 0.585, "val_loss": 0.7359790802001953, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6797337532043457, "train_acc": 0.585, "val_loss": 0.707486093044281, "val_acc": 0.48}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.669448047876358, "train_acc": 0.585, "val_loss": 0.6648422479629517, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.8322871625423431, "train_acc": 0.505, "val_loss": 0.5261759757995605, "val_acc": 0.88}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5981552004814148, "train_acc": 0.835, "val_loss": 0.5423485636711121, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.5818077027797699, "train_acc": 0.775, "val_loss": 0.5844637751579285, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.5820597112178802, "train_acc": 0.845, "val_loss": 0.5583978295326233, "val_acc": 0.86}], "summary": {"total_epochs": 8, "degraded_epochs": 4, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.7199487090110779, "final_val_loss": 0.6648422479629517, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.5261759757995605, "final_val_loss": 0.5583978295326233, "initial_val_acc": 0.88, "final_val_acc": 0.86, "best_val_acc": 0.88, "best_epoch": 4}, "improvement": 0.4, "first_improvement_epoch": 3}}
|
9,929
|
{"target_pattern": "no_repeats", "degraded_accuracy": 0.46, "improved_accuracy": 0.7, "improvement": 0.23999999999999994, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 5605, "learning_rate": 0.07944055302774625, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "no_repeats", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["no_repeats"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.988267, 21.346203, 24.348056, 24.401852, 86.994543], [24.154398, 25.341962, 27.265713, 28.576514, 29.767959], [13.894170, 14.342694, 14.563054, 17.209032, 17.473263], [20.969031, 21.400746, 22.893859, 29.821118, 44.218069], [21.550097, 21.998106, 22.332340, 24.758888, 155.764662], [21.424024, 21.982846, 26.608286, 30.155870, 151.399120], [13.583258, 14.436931, 17.508483, 19.502686, 102.459369], [23.031357, 28.729556, 30.148168, 32.537242, 190.241077], [18.818486, 19.097955, 19.446467, 20.470275, 64.936137], [12.075331, 12.831642, 14.962665, 19.710259, 87.854019], [24.385212, 25.730362, 29.790939, 31.052199, 157.856493], [38.649480, 39.921446, 41.824922, 44.594262, 182.794285], [22.123244, 26.619891, 26.849859, 28.661235, 173.651165], [30.049111, 30.447301, 31.076165, 35.748248, 207.374507]]
### 2
fourier: [[39.444427, 40.961693, 48.332780, 53.325656, 387.811976], [15.830851, 16.155421, 16.271495, 19.481285, 114.272435], [16.767977, 17.862514, 20.943186, 21.436041, 203.839108], [7.932864, 8.240966, 8.444967, 8.483375, 25.216466], [41.605237, 43.124009, 45.368932, 49.382167, 192.210841], [42.210036, 43.556964, 45.837724, 55.403087, 428.054304], [16.414150, 16.539154, 17.264553, 18.907933, 82.343872], [42.336344, 44.932889, 54.329409, 58.487664, 452.760804], [36.909116, 38.145283, 41.603792, 41.848412, 206.279523], [13.443148, 15.175628, 15.693428, 19.170429, 112.288668], [23.458828, 23.481753, 24.726084, 27.353739, 118.119079], [35.386982, 39.710221, 39.804255, 43.841510, 153.154279], [66.518898, 68.473676, 70.507897, 76.455990, 396.870764], [21.977345, 22.073734, 28.156749, 29.836310, 271.813836]]
### 4
fourier: [[13.153306, 15.275151, 17.284538, 18.561772, 152.050195], [24.144440, 24.452829, 26.617121, 28.940933, 120.544660], [16.069081, 16.857060, 17.523793, 17.751803, 149.795515], [37.720331, 38.709195, 39.883492, 42.062224, 253.199477], [24.805272, 28.809579, 29.432630, 32.664037, 74.821542], [26.125582, 27.047493, 27.055555, 31.860495, 223.748399], [20.642466, 23.332296, 26.586441, 29.510485, 29.642510], [52.348010, 52.819024, 55.053185, 57.636865, 286.494454], [50.526525, 52.075962, 57.349526, 58.990041, 204.624427], [57.333526, 57.389211, 60.225909, 65.215708, 362.703661], [19.391704, 19.987710, 20.800377, 23.890033, 57.734640], [27.358960, 30.691338, 34.054979, 37.281578, 39.292414], [16.508459, 16.553987, 18.274691, 20.517822, 199.311803], [11.322760, 12.503007, 13.538023, 13.974652, 168.913697]]
### 6
fourier: [[54.720315, 55.366527, 60.374435, 61.595519, 294.208339], [10.571119, 11.493680, 11.991022, 13.511156, 91.341908], [56.390096, 58.311619, 60.841667, 61.693009, 333.755229], [46.996052, 47.498935, 52.388195, 53.047261, 226.773975], [5.444146, 6.810027, 7.292061, 7.364115, 79.441388], [64.362358, 65.870849, 71.352616, 72.867841, 238.351215], [64.931843, 68.315387, 73.723678, 76.086201, 298.849760], [10.641951, 10.754149, 11.204810, 13.810876, 134.396073], [16.732871, 17.249768, 18.416438, 19.656318, 29.816192], [21.003660, 21.509253, 22.041717, 24.008950, 154.691481], [14.986264, 15.468991, 16.070181, 17.005696, 72.720132], [49.802133, 50.305082, 55.128161, 56.332685, 266.362194], [8.804773, 9.466358, 9.716500, 10.185914, 22.305241], [9.433255, 11.197229, 11.586862, 12.880571, 33.654658]]
### 8
fourier: [[32.166224, 33.934996, 37.581465, 38.071984, 187.130122], [11.193975, 11.830894, 15.179340, 16.059235, 91.264381], [58.929921, 60.105589, 66.542178, 67.455665, 240.582375], [51.292813, 53.217062, 59.649574, 59.907034, 239.860907], [2.118226, 2.152558, 2.328689, 2.491139, 2.783710], [51.576936, 52.256883, 54.754296, 56.144484, 332.947023], [73.730121, 73.735469, 83.130103, 84.051047, 414.616663], [49.794034, 52.091168, 52.215779, 55.021981, 294.277089], [29.914415, 30.062652, 30.807749, 33.263821, 187.255204], [84.155814, 85.951235, 89.682533, 93.146469, 454.107387], [15.558064, 16.891235, 17.232559, 17.678755, 85.697806], [58.292224, 59.553449, 66.858913, 67.513850, 272.373472], [57.394703, 59.192860, 60.391167, 63.236930, 353.512865], [27.171563, 28.644121, 30.812206, 31.099766, 162.423155]]
### 10
fourier: [[4.720837, 4.957363, 5.149934, 5.457304, 41.000163], [11.145587, 11.338973, 11.920925, 13.705779, 63.690038], [10.820423, 11.028841, 11.029294, 12.188039, 120.659679], [50.069017, 54.026554, 59.325319, 60.558330, 236.534869], [35.242831, 35.719747, 39.851839, 40.330752, 173.421525], [33.739768, 33.831759, 37.946222, 39.457927, 199.626229], [2.679000, 2.850648, 3.050136, 3.559112, 3.721558], [31.756606, 33.005357, 37.066699, 37.765784, 167.289163], [3.177912, 3.199824, 3.876641, 3.996819, 19.047839], [12.869243, 13.933380, 15.660906, 16.055446, 85.109952], [72.224470, 75.155734, 83.788444, 83.819053, 350.833039], [37.641034, 38.812436, 43.400838, 43.806317, 212.262617], [23.103915, 24.097539, 27.027212, 27.477913, 110.699784], [54.635000, 57.671071, 63.562569, 64.562177, 275.851627]]
### 12
fourier: [[3.434796, 3.537774, 3.877049, 4.088054, 5.650307], [8.150261, 8.219980, 8.373599, 9.366284, 9.664155], [30.877775, 31.829252, 35.509613, 35.645418, 133.947977], [24.816214, 25.220772, 28.177987, 28.693078, 78.976507], [32.143216, 32.800732, 37.226755, 37.536075, 93.738153], [17.624425, 17.822746, 18.266722, 20.094875, 20.651632], [20.576027, 20.618372, 23.160674, 23.220449, 52.595355], [2.708124, 2.750207, 2.894329, 2.993164, 55.214817], [10.018607, 10.609739, 11.243212, 11.643488, 98.096487], [33.028505, 33.886617, 38.166031, 38.729634, 172.250336], [42.663929, 44.303558, 49.502953, 50.174415, 177.208898], [26.176606, 27.047855, 30.319629, 31.160219, 78.412230], [63.548440, 65.639212, 73.104738, 73.357715, 319.761355], [3.736013, 3.765353, 3.927609, 4.354981, 42.368538]]
### 14
fourier: [[32.933991, 33.934665, 37.975421, 38.438030, 122.226679], [23.786419, 24.666760, 27.316309, 27.763592, 139.156726], [2.048961, 2.090687, 2.093673, 2.098167, 7.133868], [2.981668, 2.998167, 3.019503, 3.042189, 22.173033], [17.297117, 17.955603, 20.125470, 20.132383, 79.560751], [36.590181, 37.709911, 42.152309, 42.241567, 188.237406], [5.857339, 6.106458, 6.368944, 7.164330, 71.396401], [25.032605, 26.290302, 29.471016, 29.491473, 196.538663], [49.985486, 50.950758, 56.832800, 57.714808, 120.481952], [21.742637, 21.980052, 23.990676, 24.631184, 84.737178], [41.028019, 42.375147, 47.255898, 48.070680, 172.597223], [20.614170, 21.124795, 23.637140, 24.084438, 65.511630], [22.664226, 23.572917, 26.292619, 26.353434, 113.508850], [21.314050, 22.096116, 24.532782, 24.755555, 128.923107]]
### 16
fourier: [[12.025819, 12.386227, 13.695035, 13.730232, 28.723395], [12.725979, 13.065205, 14.083734, 14.839580, 64.873424], [18.842581, 19.081653, 21.021036, 21.354779, 31.703574], [2.020123, 2.025918, 2.197343, 2.325715, 4.826041], [15.504003, 16.130005, 16.814363, 17.740236, 18.787543], [4.181102, 4.388278, 4.477044, 4.947840, 14.303290], [7.711603, 7.740530, 8.413025, 8.478225, 28.694683], [20.942976, 21.006405, 23.331825, 24.248290, 24.397114], [26.044174, 26.652875, 29.331480, 29.679820, 38.014952], [10.484294, 10.848160, 10.993370, 12.014423, 12.176843], [11.568930, 11.806072, 13.054402, 13.110849, 39.199670], [11.610213, 11.837312, 12.952112, 13.126804, 19.897438], [1.609929, 1.821221, 1.849626, 2.037944, 42.033206], [27.702969, 28.256119, 31.283511, 31.889329, 75.345870]]
### 18
fourier: [[5.909041, 5.956915, 6.454029, 6.601293, 39.097763], [2.698325, 2.729352, 2.977186, 3.090380, 43.214903], [22.066291, 22.450716, 24.723402, 24.775761, 68.328858], [2.750117, 2.915321, 3.076657, 3.191700, 36.662533], [6.484778, 6.509706, 7.132440, 7.170564, 15.715013], [22.404409, 22.946311, 23.370735, 25.437467, 26.383306], [8.577539, 8.711583, 8.876186, 9.707171, 9.794813], [9.475783, 9.954853, 10.025802, 10.993542, 11.260992], [9.878270, 10.248596, 10.434426, 11.581118, 11.604791], [6.678713, 6.753667, 7.364190, 7.477131, 9.781672], [2.243425, 2.281671, 2.317139, 2.731577, 3.223062], [21.370060, 21.495657, 23.785182, 23.970586, 54.301936], [30.869201, 30.888375, 34.144413, 34.633121, 40.580271], [40.895031, 41.069078, 45.281957, 46.236512, 54.477596]]
### 20
fourier: [[19.654187, 19.830948, 21.833223, 21.924880, 48.586176]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
no_repeats
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.988267, 21.346203, 24.348056, 24.401852, 86.994543], [24.154398, 25.341962, 27.265713, 28.576514, 29.767959], [13.894170, 14.342694, 14.563054, 17.209032, 17.473263], [20.969031, 21.400746, 22.893859, 29.821118, 44.218069], [21.550097, 21.998106, 22.332340, 24.758888, 155.764662], [21.424024, 21.982846, 26.608286, 30.155870, 151.399120], [13.583258, 14.436931, 17.508483, 19.502686, 102.459369], [23.031357, 28.729556, 30.148168, 32.537242, 190.241077], [18.818486, 19.097955, 19.446467, 20.470275, 64.936137], [12.075331, 12.831642, 14.962665, 19.710259, 87.854019], [24.385212, 25.730362, 29.790939, 31.052199, 157.856493], [38.649480, 39.921446, 41.824922, 44.594262, 182.794285], [22.123244, 26.619891, 26.849859, 28.661235, 173.651165], [30.049111, 30.447301, 31.076165, 35.748248, 207.374507]]
### 2
fourier: [[39.444427, 40.961693, 48.332780, 53.325656, 387.811976], [15.830851, 16.155421, 16.271495, 19.481285, 114.272435], [16.767977, 17.862514, 20.943186, 21.436041, 203.839108], [7.932864, 8.240966, 8.444967, 8.483375, 25.216466], [41.605237, 43.124009, 45.368932, 49.382167, 192.210841], [42.210036, 43.556964, 45.837724, 55.403087, 428.054304], [16.414150, 16.539154, 17.264553, 18.907933, 82.343872], [42.336344, 44.932889, 54.329409, 58.487664, 452.760804], [36.909116, 38.145283, 41.603792, 41.848412, 206.279523], [13.443148, 15.175628, 15.693428, 19.170429, 112.288668], [23.458828, 23.481753, 24.726084, 27.353739, 118.119079], [35.386982, 39.710221, 39.804255, 43.841510, 153.154279], [66.518898, 68.473676, 70.507897, 76.455990, 396.870764], [21.977345, 22.073734, 28.156749, 29.836310, 271.813836]]
### 4
fourier: [[13.153306, 15.275151, 17.284538, 18.561772, 152.050195], [24.144440, 24.452829, 26.617121, 28.940933, 120.544660], [16.069081, 16.857060, 17.523793, 17.751803, 149.795515], [37.720331, 38.709195, 39.883492, 42.062224, 253.199477], [24.805272, 28.809579, 29.432630, 32.664037, 74.821542], [26.125582, 27.047493, 27.055555, 31.860495, 223.748399], [20.642466, 23.332296, 26.586441, 29.510485, 29.642510], [52.348010, 52.819024, 55.053185, 57.636865, 286.494454], [50.526525, 52.075962, 57.349526, 58.990041, 204.624427], [57.333526, 57.389211, 60.225909, 65.215708, 362.703661], [19.391704, 19.987710, 20.800377, 23.890033, 57.734640], [27.358960, 30.691338, 34.054979, 37.281578, 39.292414], [16.508459, 16.553987, 18.274691, 20.517822, 199.311803], [11.322760, 12.503007, 13.538023, 13.974652, 168.913697]]
### 6
fourier: [[54.720315, 55.366527, 60.374435, 61.595519, 294.208339], [10.571119, 11.493680, 11.991022, 13.511156, 91.341908], [56.390096, 58.311619, 60.841667, 61.693009, 333.755229], [46.996052, 47.498935, 52.388195, 53.047261, 226.773975], [5.444146, 6.810027, 7.292061, 7.364115, 79.441388], [64.362358, 65.870849, 71.352616, 72.867841, 238.351215], [64.931843, 68.315387, 73.723678, 76.086201, 298.849760], [10.641951, 10.754149, 11.204810, 13.810876, 134.396073], [16.732871, 17.249768, 18.416438, 19.656318, 29.816192], [21.003660, 21.509253, 22.041717, 24.008950, 154.691481], [14.986264, 15.468991, 16.070181, 17.005696, 72.720132], [49.802133, 50.305082, 55.128161, 56.332685, 266.362194], [8.804773, 9.466358, 9.716500, 10.185914, 22.305241], [9.433255, 11.197229, 11.586862, 12.880571, 33.654658]]
### 8
fourier: [[32.166224, 33.934996, 37.581465, 38.071984, 187.130122], [11.193975, 11.830894, 15.179340, 16.059235, 91.264381], [58.929921, 60.105589, 66.542178, 67.455665, 240.582375], [51.292813, 53.217062, 59.649574, 59.907034, 239.860907], [2.118226, 2.152558, 2.328689, 2.491139, 2.783710], [51.576936, 52.256883, 54.754296, 56.144484, 332.947023], [73.730121, 73.735469, 83.130103, 84.051047, 414.616663], [49.794034, 52.091168, 52.215779, 55.021981, 294.277089], [29.914415, 30.062652, 30.807749, 33.263821, 187.255204], [84.155814, 85.951235, 89.682533, 93.146469, 454.107387], [15.558064, 16.891235, 17.232559, 17.678755, 85.697806], [58.292224, 59.553449, 66.858913, 67.513850, 272.373472], [57.394703, 59.192860, 60.391167, 63.236930, 353.512865], [27.171563, 28.644121, 30.812206, 31.099766, 162.423155]]
### 10
fourier: [[4.720837, 4.957363, 5.149934, 5.457304, 41.000163], [11.145587, 11.338973, 11.920925, 13.705779, 63.690038], [10.820423, 11.028841, 11.029294, 12.188039, 120.659679], [50.069017, 54.026554, 59.325319, 60.558330, 236.534869], [35.242831, 35.719747, 39.851839, 40.330752, 173.421525], [33.739768, 33.831759, 37.946222, 39.457927, 199.626229], [2.679000, 2.850648, 3.050136, 3.559112, 3.721558], [31.756606, 33.005357, 37.066699, 37.765784, 167.289163], [3.177912, 3.199824, 3.876641, 3.996819, 19.047839], [12.869243, 13.933380, 15.660906, 16.055446, 85.109952], [72.224470, 75.155734, 83.788444, 83.819053, 350.833039], [37.641034, 38.812436, 43.400838, 43.806317, 212.262617], [23.103915, 24.097539, 27.027212, 27.477913, 110.699784], [54.635000, 57.671071, 63.562569, 64.562177, 275.851627]]
### 12
fourier: [[3.434796, 3.537774, 3.877049, 4.088054, 5.650307], [8.150261, 8.219980, 8.373599, 9.366284, 9.664155], [30.877775, 31.829252, 35.509613, 35.645418, 133.947977], [24.816214, 25.220772, 28.177987, 28.693078, 78.976507], [32.143216, 32.800732, 37.226755, 37.536075, 93.738153], [17.624425, 17.822746, 18.266722, 20.094875, 20.651632], [20.576027, 20.618372, 23.160674, 23.220449, 52.595355], [2.708124, 2.750207, 2.894329, 2.993164, 55.214817], [10.018607, 10.609739, 11.243212, 11.643488, 98.096487], [33.028505, 33.886617, 38.166031, 38.729634, 172.250336], [42.663929, 44.303558, 49.502953, 50.174415, 177.208898], [26.176606, 27.047855, 30.319629, 31.160219, 78.412230], [63.548440, 65.639212, 73.104738, 73.357715, 319.761355], [3.736013, 3.765353, 3.927609, 4.354981, 42.368538]]
### 14
fourier: [[32.933991, 33.934665, 37.975421, 38.438030, 122.226679], [23.786419, 24.666760, 27.316309, 27.763592, 139.156726], [2.048961, 2.090687, 2.093673, 2.098167, 7.133868], [2.981668, 2.998167, 3.019503, 3.042189, 22.173033], [17.297117, 17.955603, 20.125470, 20.132383, 79.560751], [36.590181, 37.709911, 42.152309, 42.241567, 188.237406], [5.857339, 6.106458, 6.368944, 7.164330, 71.396401], [25.032605, 26.290302, 29.471016, 29.491473, 196.538663], [49.985486, 50.950758, 56.832800, 57.714808, 120.481952], [21.742637, 21.980052, 23.990676, 24.631184, 84.737178], [41.028019, 42.375147, 47.255898, 48.070680, 172.597223], [20.614170, 21.124795, 23.637140, 24.084438, 65.511630], [22.664226, 23.572917, 26.292619, 26.353434, 113.508850], [21.314050, 22.096116, 24.532782, 24.755555, 128.923107]]
### 16
fourier: [[12.025819, 12.386227, 13.695035, 13.730232, 28.723395], [12.725979, 13.065205, 14.083734, 14.839580, 64.873424], [18.842581, 19.081653, 21.021036, 21.354779, 31.703574], [2.020123, 2.025918, 2.197343, 2.325715, 4.826041], [15.504003, 16.130005, 16.814363, 17.740236, 18.787543], [4.181102, 4.388278, 4.477044, 4.947840, 14.303290], [7.711603, 7.740530, 8.413025, 8.478225, 28.694683], [20.942976, 21.006405, 23.331825, 24.248290, 24.397114], [26.044174, 26.652875, 29.331480, 29.679820, 38.014952], [10.484294, 10.848160, 10.993370, 12.014423, 12.176843], [11.568930, 11.806072, 13.054402, 13.110849, 39.199670], [11.610213, 11.837312, 12.952112, 13.126804, 19.897438], [1.609929, 1.821221, 1.849626, 2.037944, 42.033206], [27.702969, 28.256119, 31.283511, 31.889329, 75.345870]]
### 18
fourier: [[5.909041, 5.956915, 6.454029, 6.601293, 39.097763], [2.698325, 2.729352, 2.977186, 3.090380, 43.214903], [22.066291, 22.450716, 24.723402, 24.775761, 68.328858], [2.750117, 2.915321, 3.076657, 3.191700, 36.662533], [6.484778, 6.509706, 7.132440, 7.170564, 15.715013], [22.404409, 22.946311, 23.370735, 25.437467, 26.383306], [8.577539, 8.711583, 8.876186, 9.707171, 9.794813], [9.475783, 9.954853, 10.025802, 10.993542, 11.260992], [9.878270, 10.248596, 10.434426, 11.581118, 11.604791], [6.678713, 6.753667, 7.364190, 7.477131, 9.781672], [2.243425, 2.281671, 2.317139, 2.731577, 3.223062], [21.370060, 21.495657, 23.785182, 23.970586, 54.301936], [30.869201, 30.888375, 34.144413, 34.633121, 40.580271], [40.895031, 41.069078, 45.281957, 46.236512, 54.477596]]
### 20
fourier: [[19.654187, 19.830948, 21.833223, 21.924880, 48.586176]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
no_repeats
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6700817942619324, "train_acc": 0.59, "val_loss": 0.888733983039856, "val_acc": 0.46}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6960528194904327, "train_acc": 0.59, "val_loss": 2.900087356567383, "val_acc": 0.54}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 2.5589613020420074, "train_acc": 0.555, "val_loss": 0.7384659051895142, "val_acc": 0.46}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.7047365307807922, "train_acc": 0.51, "val_loss": 0.6898414492607117, "val_acc": 0.54}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6917538046836853, "train_acc": 0.465, "val_loss": 0.6036738753318787, "val_acc": 0.7}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 1.9297549426555634, "train_acc": 0.61, "val_loss": 0.5913210511207581, "val_acc": 0.66}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6701805889606476, "train_acc": 0.555, "val_loss": 0.7146614789962769, "val_acc": 0.42}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.6843589842319489, "train_acc": 0.475, "val_loss": 0.6084358096122742, "val_acc": 0.66}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.6171987354755402, "train_acc": 0.635, "val_loss": 2.5347368717193604, "val_acc": 0.4}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["no_repeats"], "degraded_stage": {"initial_val_loss": 0.888733983039856, "final_val_loss": 0.7384659051895142, "initial_val_acc": 0.46, "final_val_acc": 0.46, "best_val_acc": 0.46}, "improved_stage": {"initial_val_loss": 0.6898414492607117, "final_val_loss": 2.5347368717193604, "initial_val_acc": 0.54, "final_val_acc": 0.4, "best_val_acc": 0.7, "best_epoch": 4}, "improvement": 0.23999999999999994, "first_improvement_epoch": 2}}
|
9,930
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.54, "improved_accuracy": 0.76, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7606, "learning_rate": 0.04464136030409085, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[25.618438, 26.250952, 26.413290, 27.466042, 34.673958], [37.081944, 37.197281, 38.208503, 42.700855, 136.514406], [30.034282, 35.263193, 38.503364, 38.656376, 163.718559], [15.712387, 19.143880, 20.459853, 22.117306, 133.347226], [36.565890, 36.969707, 37.663583, 42.998701, 316.943489], [20.937222, 21.052431, 21.438897, 22.971614, 147.471739], [23.222919, 23.521885, 25.672128, 26.334382, 32.991861], [42.121405, 43.937799, 53.114304, 56.250635, 115.549395], [16.377530, 16.521016, 17.015930, 19.693005, 55.054271], [37.761060, 40.568553, 45.695858, 46.342392, 253.052211], [22.813498, 24.646974, 28.759887, 32.572053, 166.437864]]
### 2
fourier: [[46.201575, 47.210189, 51.427376, 52.573070, 291.077789], [80.090694, 84.247897, 92.312325, 92.349856, 464.055592], [37.653585, 41.572148, 42.098538, 45.069240, 268.350831], [19.004724, 19.461139, 23.861591, 28.098747, 91.892704], [7.233964, 8.121436, 8.757639, 9.378650, 123.430333], [17.617411, 18.190624, 19.652611, 25.639615, 66.940903], [14.613332, 14.640522, 15.339538, 20.685743, 44.585739], [63.239748, 63.340402, 63.616482, 70.836407, 356.398859], [15.119964, 15.144241, 19.560996, 25.327663, 67.116106], [13.346479, 13.730381, 15.565366, 16.086127, 16.194800], [13.727446, 13.775242, 14.730886, 15.355507, 55.356348]]
### 4
fourier: [[38.548319, 39.536726, 41.268632, 43.506705, 241.390994], [54.964910, 55.653390, 56.117553, 63.341963, 350.087578], [139.482891, 140.303404, 149.562835, 158.753126, 815.405018], [88.166458, 89.619543, 94.277562, 98.968213, 529.945826], [31.312492, 31.787958, 32.629572, 34.547265, 200.740034], [35.535387, 35.797762, 36.369693, 43.615856, 181.955137], [118.025891, 118.045745, 127.892585, 132.598212, 705.802323], [68.214904, 68.947179, 72.083330, 76.406035, 388.799872], [122.941006, 123.364531, 133.816175, 138.029510, 728.287944], [115.848187, 116.754574, 124.864653, 131.194646, 693.631736], [69.396393, 70.557783, 77.088652, 80.093480, 428.505091]]
### 6
fourier: [[230.306658, 231.440918, 248.147133, 261.440679, 1322.481211], [48.903432, 49.267617, 52.703148, 54.963425, 251.623851], [286.885410, 288.744055, 308.070609, 324.670586, 1684.016128], [1.933242, 2.290865, 2.403712, 2.637132, 33.919925], [281.447601, 284.238462, 303.502918, 319.152572, 1649.289357], [404.371686, 407.614230, 436.434153, 459.164690, 2398.670786], [14.414615, 14.613885, 14.623250, 16.172000, 110.993095], [305.089586, 307.109419, 328.199250, 345.828274, 1766.070179], [130.399323, 131.377084, 139.787726, 147.539209, 782.959373], [85.276977, 85.787362, 92.727066, 97.129357, 531.765962], [80.115053, 80.162939, 86.699338, 90.796590, 505.435922]]
### 8
fourier: [[359.554159, 361.229931, 383.931417, 406.490185, 2083.847484], [192.708937, 194.163733, 207.394365, 218.498623, 1101.991719], [5.803403, 6.208579, 6.328861, 6.539634, 19.751060], [555.235413, 558.529715, 595.665275, 628.753376, 3252.485290], [515.946451, 518.801151, 553.358484, 584.041739, 2997.137658], [117.316853, 117.464401, 124.673483, 132.782530, 633.106175], [212.370788, 213.950272, 228.670889, 240.766184, 1288.877733], [890.065078, 895.617932, 954.745913, 1007.666017, 5201.201075], [100.704320, 101.637572, 108.993083, 114.082061, 585.711593], [351.507114, 353.112492, 375.749076, 397.617646, 2031.464805], [372.991207, 375.146127, 399.656685, 421.970106, 2132.524331]]
### 10
fourier: [[213.442520, 214.358767, 230.087557, 241.641612, 1233.345795], [614.755456, 617.871320, 658.017762, 695.292692, 3529.182272], [257.379584, 258.789796, 275.379691, 291.094709, 1459.734751], [315.018327, 316.566964, 338.009989, 356.398872, 1797.213855], [1020.408423, 1025.606280, 1093.701341, 1154.308969, 5894.585093], [384.806218, 386.608200, 412.367621, 435.222454, 2204.562932], [1003.057936, 1007.904076, 1074.400986, 1134.389062, 5850.025366], [713.746868, 717.024299, 766.037002, 807.545172, 4119.559066], [949.433017, 954.075455, 1018.738684, 1074.313556, 5542.964328], [414.018639, 415.663464, 444.300617, 468.181809, 2390.099653], [307.668954, 309.093736, 328.765592, 347.808794, 1749.461745]]
### 12
fourier: [[596.727207, 599.907920, 635.355574, 673.835766, 3479.163639], [444.884919, 446.932218, 475.300470, 502.818419, 2619.251994], [788.058323, 791.184922, 847.483267, 891.751644, 4602.970254], [571.106422, 573.493643, 613.365150, 646.060901, 3302.199447], [525.616458, 527.426267, 567.165679, 595.213046, 3086.686347], [902.558012, 906.402585, 970.506826, 1021.548543, 5291.946584], [745.857074, 748.584827, 804.101401, 844.331088, 4384.113467], [707.088723, 709.918816, 760.372243, 799.980041, 4132.174997], [198.537414, 198.864173, 216.688542, 225.173486, 1155.584151], [843.070873, 846.350852, 908.374751, 954.651395, 4892.385915], [536.107282, 538.282859, 577.288816, 606.871599, 3118.161409]]
### 14
fourier: [[1102.719723, 1107.214313, 1183.552196, 1246.811439, 6408.875487], [1373.287032, 1378.405199, 1477.027659, 1553.612849, 8008.399591], [1229.141882, 1233.604099, 1318.038065, 1388.842818, 7159.830346], [1397.329742, 1402.003191, 1499.997087, 1578.422756, 8134.510224], [1777.252272, 1783.685453, 1908.962281, 2009.634611, 10387.806348], [316.151676, 316.861297, 345.273974, 359.366268, 1859.625950], [457.211781, 458.406142, 494.028921, 517.385352, 2661.034385], [1666.837152, 1672.539812, 1790.399891, 1884.000364, 9754.828339], [492.151729, 494.146770, 527.855400, 555.936355, 2867.758645], [150.093731, 150.351380, 160.807352, 169.312379, 904.869378], [831.364544, 833.652877, 897.139038, 940.663482, 4851.076144]]
### 16
fourier: [[449.954109, 451.211445, 484.105816, 508.707399, 2613.866845], [2364.975479, 2373.424500, 2537.965136, 2672.478110, 13791.425157], [2508.554369, 2517.239006, 2695.374055, 2836.157088, 14619.698553], [754.866738, 757.193669, 813.274039, 854.187161, 4400.742042], [462.446570, 464.603401, 495.202298, 522.349668, 2690.440402], [354.201654, 355.089310, 383.529682, 401.534644, 2029.875199], [1402.828256, 1407.317803, 1508.049323, 1585.828284, 8167.515277], [611.495170, 613.869432, 656.067048, 691.223338, 3589.175597], [1562.004605, 1567.103022, 1678.143433, 1765.703353, 9138.516392], [1156.497676, 1160.101487, 1245.663007, 1308.576781, 6740.268512], [1524.767969, 1529.980669, 1640.188287, 1724.834850, 8898.946523]]
### 18
fourier: [[1760.350329, 1765.779976, 1891.262933, 1989.293483, 10284.523474], [106.028449, 107.010781, 109.293410, 118.215536, 628.410246], [1478.856816, 1483.464917, 1589.231173, 1671.377525, 8631.545106], [1887.938571, 1894.070283, 2028.173676, 2133.744710, 11025.162774], [2806.689471, 2815.802687, 3014.145530, 3171.812821, 16376.038593], [1375.294776, 1379.161927, 1479.736512, 1554.974128, 8011.314476], [1343.205578, 1349.298230, 1432.111539, 1514.524620, 7886.093745], [1240.087066, 1244.994642, 1327.960235, 1400.166806, 7238.289820], [860.211775, 862.886387, 923.708884, 971.811504, 5000.657033], [1646.984049, 1654.497791, 1757.294032, 1857.479814, 9619.830187], [250.170346, 251.857971, 263.233802, 280.795420, 1459.942324]]
### 20
fourier: [[2242.842102, 2251.146549, 2404.803806, 2533.352845, 13068.347889]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[25.618438, 26.250952, 26.413290, 27.466042, 34.673958], [37.081944, 37.197281, 38.208503, 42.700855, 136.514406], [30.034282, 35.263193, 38.503364, 38.656376, 163.718559], [15.712387, 19.143880, 20.459853, 22.117306, 133.347226], [36.565890, 36.969707, 37.663583, 42.998701, 316.943489], [20.937222, 21.052431, 21.438897, 22.971614, 147.471739], [23.222919, 23.521885, 25.672128, 26.334382, 32.991861], [42.121405, 43.937799, 53.114304, 56.250635, 115.549395], [16.377530, 16.521016, 17.015930, 19.693005, 55.054271], [37.761060, 40.568553, 45.695858, 46.342392, 253.052211], [22.813498, 24.646974, 28.759887, 32.572053, 166.437864]]
### 2
fourier: [[46.201575, 47.210189, 51.427376, 52.573070, 291.077789], [80.090694, 84.247897, 92.312325, 92.349856, 464.055592], [37.653585, 41.572148, 42.098538, 45.069240, 268.350831], [19.004724, 19.461139, 23.861591, 28.098747, 91.892704], [7.233964, 8.121436, 8.757639, 9.378650, 123.430333], [17.617411, 18.190624, 19.652611, 25.639615, 66.940903], [14.613332, 14.640522, 15.339538, 20.685743, 44.585739], [63.239748, 63.340402, 63.616482, 70.836407, 356.398859], [15.119964, 15.144241, 19.560996, 25.327663, 67.116106], [13.346479, 13.730381, 15.565366, 16.086127, 16.194800], [13.727446, 13.775242, 14.730886, 15.355507, 55.356348]]
### 4
fourier: [[38.548319, 39.536726, 41.268632, 43.506705, 241.390994], [54.964910, 55.653390, 56.117553, 63.341963, 350.087578], [139.482891, 140.303404, 149.562835, 158.753126, 815.405018], [88.166458, 89.619543, 94.277562, 98.968213, 529.945826], [31.312492, 31.787958, 32.629572, 34.547265, 200.740034], [35.535387, 35.797762, 36.369693, 43.615856, 181.955137], [118.025891, 118.045745, 127.892585, 132.598212, 705.802323], [68.214904, 68.947179, 72.083330, 76.406035, 388.799872], [122.941006, 123.364531, 133.816175, 138.029510, 728.287944], [115.848187, 116.754574, 124.864653, 131.194646, 693.631736], [69.396393, 70.557783, 77.088652, 80.093480, 428.505091]]
### 6
fourier: [[230.306658, 231.440918, 248.147133, 261.440679, 1322.481211], [48.903432, 49.267617, 52.703148, 54.963425, 251.623851], [286.885410, 288.744055, 308.070609, 324.670586, 1684.016128], [1.933242, 2.290865, 2.403712, 2.637132, 33.919925], [281.447601, 284.238462, 303.502918, 319.152572, 1649.289357], [404.371686, 407.614230, 436.434153, 459.164690, 2398.670786], [14.414615, 14.613885, 14.623250, 16.172000, 110.993095], [305.089586, 307.109419, 328.199250, 345.828274, 1766.070179], [130.399323, 131.377084, 139.787726, 147.539209, 782.959373], [85.276977, 85.787362, 92.727066, 97.129357, 531.765962], [80.115053, 80.162939, 86.699338, 90.796590, 505.435922]]
### 8
fourier: [[359.554159, 361.229931, 383.931417, 406.490185, 2083.847484], [192.708937, 194.163733, 207.394365, 218.498623, 1101.991719], [5.803403, 6.208579, 6.328861, 6.539634, 19.751060], [555.235413, 558.529715, 595.665275, 628.753376, 3252.485290], [515.946451, 518.801151, 553.358484, 584.041739, 2997.137658], [117.316853, 117.464401, 124.673483, 132.782530, 633.106175], [212.370788, 213.950272, 228.670889, 240.766184, 1288.877733], [890.065078, 895.617932, 954.745913, 1007.666017, 5201.201075], [100.704320, 101.637572, 108.993083, 114.082061, 585.711593], [351.507114, 353.112492, 375.749076, 397.617646, 2031.464805], [372.991207, 375.146127, 399.656685, 421.970106, 2132.524331]]
### 10
fourier: [[213.442520, 214.358767, 230.087557, 241.641612, 1233.345795], [614.755456, 617.871320, 658.017762, 695.292692, 3529.182272], [257.379584, 258.789796, 275.379691, 291.094709, 1459.734751], [315.018327, 316.566964, 338.009989, 356.398872, 1797.213855], [1020.408423, 1025.606280, 1093.701341, 1154.308969, 5894.585093], [384.806218, 386.608200, 412.367621, 435.222454, 2204.562932], [1003.057936, 1007.904076, 1074.400986, 1134.389062, 5850.025366], [713.746868, 717.024299, 766.037002, 807.545172, 4119.559066], [949.433017, 954.075455, 1018.738684, 1074.313556, 5542.964328], [414.018639, 415.663464, 444.300617, 468.181809, 2390.099653], [307.668954, 309.093736, 328.765592, 347.808794, 1749.461745]]
### 12
fourier: [[596.727207, 599.907920, 635.355574, 673.835766, 3479.163639], [444.884919, 446.932218, 475.300470, 502.818419, 2619.251994], [788.058323, 791.184922, 847.483267, 891.751644, 4602.970254], [571.106422, 573.493643, 613.365150, 646.060901, 3302.199447], [525.616458, 527.426267, 567.165679, 595.213046, 3086.686347], [902.558012, 906.402585, 970.506826, 1021.548543, 5291.946584], [745.857074, 748.584827, 804.101401, 844.331088, 4384.113467], [707.088723, 709.918816, 760.372243, 799.980041, 4132.174997], [198.537414, 198.864173, 216.688542, 225.173486, 1155.584151], [843.070873, 846.350852, 908.374751, 954.651395, 4892.385915], [536.107282, 538.282859, 577.288816, 606.871599, 3118.161409]]
### 14
fourier: [[1102.719723, 1107.214313, 1183.552196, 1246.811439, 6408.875487], [1373.287032, 1378.405199, 1477.027659, 1553.612849, 8008.399591], [1229.141882, 1233.604099, 1318.038065, 1388.842818, 7159.830346], [1397.329742, 1402.003191, 1499.997087, 1578.422756, 8134.510224], [1777.252272, 1783.685453, 1908.962281, 2009.634611, 10387.806348], [316.151676, 316.861297, 345.273974, 359.366268, 1859.625950], [457.211781, 458.406142, 494.028921, 517.385352, 2661.034385], [1666.837152, 1672.539812, 1790.399891, 1884.000364, 9754.828339], [492.151729, 494.146770, 527.855400, 555.936355, 2867.758645], [150.093731, 150.351380, 160.807352, 169.312379, 904.869378], [831.364544, 833.652877, 897.139038, 940.663482, 4851.076144]]
### 16
fourier: [[449.954109, 451.211445, 484.105816, 508.707399, 2613.866845], [2364.975479, 2373.424500, 2537.965136, 2672.478110, 13791.425157], [2508.554369, 2517.239006, 2695.374055, 2836.157088, 14619.698553], [754.866738, 757.193669, 813.274039, 854.187161, 4400.742042], [462.446570, 464.603401, 495.202298, 522.349668, 2690.440402], [354.201654, 355.089310, 383.529682, 401.534644, 2029.875199], [1402.828256, 1407.317803, 1508.049323, 1585.828284, 8167.515277], [611.495170, 613.869432, 656.067048, 691.223338, 3589.175597], [1562.004605, 1567.103022, 1678.143433, 1765.703353, 9138.516392], [1156.497676, 1160.101487, 1245.663007, 1308.576781, 6740.268512], [1524.767969, 1529.980669, 1640.188287, 1724.834850, 8898.946523]]
### 18
fourier: [[1760.350329, 1765.779976, 1891.262933, 1989.293483, 10284.523474], [106.028449, 107.010781, 109.293410, 118.215536, 628.410246], [1478.856816, 1483.464917, 1589.231173, 1671.377525, 8631.545106], [1887.938571, 1894.070283, 2028.173676, 2133.744710, 11025.162774], [2806.689471, 2815.802687, 3014.145530, 3171.812821, 16376.038593], [1375.294776, 1379.161927, 1479.736512, 1554.974128, 8011.314476], [1343.205578, 1349.298230, 1432.111539, 1514.524620, 7886.093745], [1240.087066, 1244.994642, 1327.960235, 1400.166806, 7238.289820], [860.211775, 862.886387, 923.708884, 971.811504, 5000.657033], [1646.984049, 1654.497791, 1757.294032, 1857.479814, 9619.830187], [250.170346, 251.857971, 263.233802, 280.795420, 1459.942324]]
### 20
fourier: [[2242.842102, 2251.146549, 2404.803806, 2533.352845, 13068.347889]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6956240236759186, "train_acc": 0.525, "val_loss": 0.6904194355010986, "val_acc": 0.54}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6723428666591644, "train_acc": 0.575, "val_loss": 0.6984924077987671, "val_acc": 0.54}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.7021601796150208, "train_acc": 0.575, "val_loss": 0.7075659036636353, "val_acc": 0.54}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6844651103019714, "train_acc": 0.575, "val_loss": 0.6881272792816162, "val_acc": 0.54}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6550469994544983, "train_acc": 0.575, "val_loss": 0.5957900285720825, "val_acc": 0.54}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.5389595925807953, "train_acc": 0.49, "val_loss": 0.5087956786155701, "val_acc": 0.74}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.43252888321876526, "train_acc": 0.835, "val_loss": 0.5204126238822937, "val_acc": 0.72}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.4358556568622589, "train_acc": 0.83, "val_loss": 0.5146495699882507, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.3285055160522461, "train_acc": 0.87, "val_loss": 1.621619462966919, "val_acc": 0.76}], "summary": {"total_epochs": 9, "degraded_epochs": 5, "improved_epochs": 4, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.6904194355010986, "final_val_loss": 0.5957900285720825, "initial_val_acc": 0.54, "final_val_acc": 0.54, "best_val_acc": 0.54}, "improved_stage": {"initial_val_loss": 0.5087956786155701, "final_val_loss": 1.621619462966919, "initial_val_acc": 0.74, "final_val_acc": 0.76, "best_val_acc": 0.76, "best_epoch": 8}, "improvement": 0.21999999999999997, "first_improvement_epoch": 4}}
|
9,931
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.58, "improved_accuracy": 0.84, "improvement": 0.26, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9679, "learning_rate": 0.04460950536645651, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.482601, 25.159701, 25.384238, 29.540975, 33.116000], [25.636598, 28.832286, 30.018695, 32.999850, 163.636719], [15.132261, 15.421165, 16.828722, 18.507129, 101.962916], [13.146961, 13.973042, 15.375016, 15.474795, 114.743042], [22.549278, 23.328476, 26.281990, 29.569740, 89.647227], [22.560392, 25.749546, 29.346134, 29.694460, 150.621902], [11.240192, 13.807517, 15.815838, 19.450327, 84.037479], [21.051715, 22.071776, 22.318077, 22.479510, 114.492007], [18.100871, 18.117362, 19.913325, 20.835800, 75.788277], [22.100468, 22.265513, 23.717196, 26.882751, 79.964834], [22.262355, 22.297691, 23.301830, 24.165609, 97.995345]]
### 2
fourier: [[17.982579, 19.513993, 20.984233, 21.293759, 110.330694], [23.687501, 24.924353, 27.244818, 27.730394, 135.611640], [9.747263, 10.126805, 11.143742, 13.777747, 15.430337], [26.817842, 27.140114, 27.801176, 28.353341, 97.959577], [10.668417, 10.977768, 12.521703, 14.078720, 31.595779], [10.090133, 11.322601, 11.702493, 13.309605, 121.639117], [8.135673, 8.143038, 8.653491, 9.052634, 55.102024], [8.624357, 9.152019, 9.565136, 10.696386, 59.667698], [14.580296, 19.486555, 20.582508, 24.104992, 27.450343], [18.609923, 19.550939, 21.204568, 22.031184, 117.759338], [31.465272, 32.352037, 33.544148, 33.767201, 150.132969]]
### 4
fourier: [[25.619319, 25.932697, 26.184570, 27.816078, 82.975344], [38.234389, 38.426276, 39.623139, 40.719193, 206.352085], [8.369820, 8.659281, 9.073514, 9.727576, 32.070595], [14.556901, 15.071072, 16.616101, 16.726784, 66.793581], [4.610619, 4.680790, 4.981352, 5.345231, 32.763866], [26.374985, 27.009671, 28.207351, 28.279358, 135.797718], [25.952823, 26.576158, 27.153323, 27.765319, 99.903247], [43.756083, 44.756825, 44.963766, 45.714215, 226.546150], [19.712900, 19.946336, 20.539287, 22.095076, 98.192782], [8.061566, 8.145077, 8.626118, 9.207531, 27.953243], [19.111752, 19.373706, 19.579621, 20.346260, 124.533823]]
### 6
fourier: [[12.315759, 12.514844, 12.781265, 14.106293, 47.141739], [19.594160, 20.253431, 20.742430, 21.893369, 94.210306], [15.385874, 15.949931, 16.000213, 16.340182, 41.387396], [44.826437, 46.344906, 47.315422, 47.608656, 196.750718], [23.380383, 24.763520, 25.535975, 26.364975, 123.202940], [30.594338, 31.285651, 31.500224, 31.912310, 174.856835], [8.252658, 8.552659, 8.779055, 9.524623, 26.815259], [11.115925, 11.391641, 12.386171, 12.459499, 67.158236], [3.789923, 3.903649, 4.027218, 4.086658, 43.686407], [32.585950, 33.829908, 33.872936, 34.103821, 175.135175], [59.942202, 62.639264, 63.038648, 63.440698, 312.371777]]
### 8
fourier: [[6.175065, 6.629180, 6.669082, 7.243783, 11.170502], [16.564950, 16.742356, 16.862693, 16.904603, 64.114621], [54.094327, 55.558129, 57.235588, 57.666058, 272.102132], [29.611476, 30.252391, 30.920373, 31.173644, 82.874736], [40.719290, 41.432732, 43.198577, 43.874555, 189.536448], [44.868483, 45.835181, 46.757577, 47.281079, 194.902966], [27.045673, 27.124523, 27.474680, 28.237078, 141.924427], [10.305855, 10.767417, 11.163967, 11.169373, 40.399104], [27.170646, 28.925521, 29.703848, 30.597633, 91.507083], [29.819886, 30.126898, 31.384706, 32.019999, 153.637751], [14.537871, 15.071071, 15.231482, 15.338041, 51.708687]]
### 10
fourier: [[60.351405, 60.638675, 63.873221, 66.226128, 261.310712], [5.940563, 6.189791, 6.689049, 7.131535, 13.515188], [68.986824, 69.933986, 70.547656, 74.054473, 325.880027], [54.197790, 55.128337, 58.047728, 60.754132, 248.532503], [40.430044, 40.818623, 42.668063, 44.676097, 183.224543], [2.473774, 2.559190, 2.646635, 3.385139, 9.063261], [49.560631, 50.200822, 52.673635, 55.145522, 216.265452], [19.155158, 19.368863, 21.111197, 21.958794, 51.900440], [0.838294, 0.910335, 0.955385, 1.400067, 1.687155], [12.284768, 12.423226, 13.339064, 13.505018, 27.336768], [31.047094, 31.326146, 33.711326, 35.076335, 111.541645]]
### 12
fourier: [[67.721317, 69.806048, 69.993858, 74.931360, 324.929853], [3.941636, 4.000246, 4.211267, 4.723017, 4.821734], [73.547963, 75.810279, 77.776446, 83.183021, 332.988219], [36.346051, 36.675486, 38.041255, 39.875529, 163.551305], [52.189643, 53.753122, 54.933649, 58.821858, 253.999005], [62.659390, 64.461917, 65.734819, 70.102937, 280.071499], [122.788654, 126.814775, 127.961500, 137.117813, 555.390893], [23.894068, 24.215226, 25.223302, 26.354150, 115.204155], [60.368949, 61.856403, 62.707732, 66.984764, 249.910277], [78.058555, 81.388383, 82.071331, 88.254555, 353.701005], [95.582907, 98.024455, 99.142950, 105.802080, 411.744736]]
### 14
fourier: [[64.558299, 66.631505, 68.307728, 73.269774, 293.905283], [83.654663, 85.135001, 88.229044, 93.702007, 365.492364], [73.162263, 73.180435, 78.011406, 81.925989, 344.701987], [98.106238, 99.605935, 104.837676, 110.940113, 444.713176], [40.471072, 41.153968, 41.851828, 44.490198, 187.198666], [156.378383, 158.310602, 167.026630, 176.672349, 698.138141], [26.484492, 27.578308, 28.271166, 30.204198, 107.570378], [125.941408, 129.058395, 132.931241, 141.917953, 582.396136], [102.662027, 105.282834, 108.636309, 115.729340, 470.015162], [39.833584, 40.491574, 41.288366, 43.921216, 200.248018], [79.892856, 81.907123, 84.461444, 90.174854, 363.789189]]
### 16
fourier: [[90.223958, 91.709588, 96.016478, 101.851670, 400.738171]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.482601, 25.159701, 25.384238, 29.540975, 33.116000], [25.636598, 28.832286, 30.018695, 32.999850, 163.636719], [15.132261, 15.421165, 16.828722, 18.507129, 101.962916], [13.146961, 13.973042, 15.375016, 15.474795, 114.743042], [22.549278, 23.328476, 26.281990, 29.569740, 89.647227], [22.560392, 25.749546, 29.346134, 29.694460, 150.621902], [11.240192, 13.807517, 15.815838, 19.450327, 84.037479], [21.051715, 22.071776, 22.318077, 22.479510, 114.492007], [18.100871, 18.117362, 19.913325, 20.835800, 75.788277], [22.100468, 22.265513, 23.717196, 26.882751, 79.964834], [22.262355, 22.297691, 23.301830, 24.165609, 97.995345]]
### 2
fourier: [[17.982579, 19.513993, 20.984233, 21.293759, 110.330694], [23.687501, 24.924353, 27.244818, 27.730394, 135.611640], [9.747263, 10.126805, 11.143742, 13.777747, 15.430337], [26.817842, 27.140114, 27.801176, 28.353341, 97.959577], [10.668417, 10.977768, 12.521703, 14.078720, 31.595779], [10.090133, 11.322601, 11.702493, 13.309605, 121.639117], [8.135673, 8.143038, 8.653491, 9.052634, 55.102024], [8.624357, 9.152019, 9.565136, 10.696386, 59.667698], [14.580296, 19.486555, 20.582508, 24.104992, 27.450343], [18.609923, 19.550939, 21.204568, 22.031184, 117.759338], [31.465272, 32.352037, 33.544148, 33.767201, 150.132969]]
### 4
fourier: [[25.619319, 25.932697, 26.184570, 27.816078, 82.975344], [38.234389, 38.426276, 39.623139, 40.719193, 206.352085], [8.369820, 8.659281, 9.073514, 9.727576, 32.070595], [14.556901, 15.071072, 16.616101, 16.726784, 66.793581], [4.610619, 4.680790, 4.981352, 5.345231, 32.763866], [26.374985, 27.009671, 28.207351, 28.279358, 135.797718], [25.952823, 26.576158, 27.153323, 27.765319, 99.903247], [43.756083, 44.756825, 44.963766, 45.714215, 226.546150], [19.712900, 19.946336, 20.539287, 22.095076, 98.192782], [8.061566, 8.145077, 8.626118, 9.207531, 27.953243], [19.111752, 19.373706, 19.579621, 20.346260, 124.533823]]
### 6
fourier: [[12.315759, 12.514844, 12.781265, 14.106293, 47.141739], [19.594160, 20.253431, 20.742430, 21.893369, 94.210306], [15.385874, 15.949931, 16.000213, 16.340182, 41.387396], [44.826437, 46.344906, 47.315422, 47.608656, 196.750718], [23.380383, 24.763520, 25.535975, 26.364975, 123.202940], [30.594338, 31.285651, 31.500224, 31.912310, 174.856835], [8.252658, 8.552659, 8.779055, 9.524623, 26.815259], [11.115925, 11.391641, 12.386171, 12.459499, 67.158236], [3.789923, 3.903649, 4.027218, 4.086658, 43.686407], [32.585950, 33.829908, 33.872936, 34.103821, 175.135175], [59.942202, 62.639264, 63.038648, 63.440698, 312.371777]]
### 8
fourier: [[6.175065, 6.629180, 6.669082, 7.243783, 11.170502], [16.564950, 16.742356, 16.862693, 16.904603, 64.114621], [54.094327, 55.558129, 57.235588, 57.666058, 272.102132], [29.611476, 30.252391, 30.920373, 31.173644, 82.874736], [40.719290, 41.432732, 43.198577, 43.874555, 189.536448], [44.868483, 45.835181, 46.757577, 47.281079, 194.902966], [27.045673, 27.124523, 27.474680, 28.237078, 141.924427], [10.305855, 10.767417, 11.163967, 11.169373, 40.399104], [27.170646, 28.925521, 29.703848, 30.597633, 91.507083], [29.819886, 30.126898, 31.384706, 32.019999, 153.637751], [14.537871, 15.071071, 15.231482, 15.338041, 51.708687]]
### 10
fourier: [[60.351405, 60.638675, 63.873221, 66.226128, 261.310712], [5.940563, 6.189791, 6.689049, 7.131535, 13.515188], [68.986824, 69.933986, 70.547656, 74.054473, 325.880027], [54.197790, 55.128337, 58.047728, 60.754132, 248.532503], [40.430044, 40.818623, 42.668063, 44.676097, 183.224543], [2.473774, 2.559190, 2.646635, 3.385139, 9.063261], [49.560631, 50.200822, 52.673635, 55.145522, 216.265452], [19.155158, 19.368863, 21.111197, 21.958794, 51.900440], [0.838294, 0.910335, 0.955385, 1.400067, 1.687155], [12.284768, 12.423226, 13.339064, 13.505018, 27.336768], [31.047094, 31.326146, 33.711326, 35.076335, 111.541645]]
### 12
fourier: [[67.721317, 69.806048, 69.993858, 74.931360, 324.929853], [3.941636, 4.000246, 4.211267, 4.723017, 4.821734], [73.547963, 75.810279, 77.776446, 83.183021, 332.988219], [36.346051, 36.675486, 38.041255, 39.875529, 163.551305], [52.189643, 53.753122, 54.933649, 58.821858, 253.999005], [62.659390, 64.461917, 65.734819, 70.102937, 280.071499], [122.788654, 126.814775, 127.961500, 137.117813, 555.390893], [23.894068, 24.215226, 25.223302, 26.354150, 115.204155], [60.368949, 61.856403, 62.707732, 66.984764, 249.910277], [78.058555, 81.388383, 82.071331, 88.254555, 353.701005], [95.582907, 98.024455, 99.142950, 105.802080, 411.744736]]
### 14
fourier: [[64.558299, 66.631505, 68.307728, 73.269774, 293.905283], [83.654663, 85.135001, 88.229044, 93.702007, 365.492364], [73.162263, 73.180435, 78.011406, 81.925989, 344.701987], [98.106238, 99.605935, 104.837676, 110.940113, 444.713176], [40.471072, 41.153968, 41.851828, 44.490198, 187.198666], [156.378383, 158.310602, 167.026630, 176.672349, 698.138141], [26.484492, 27.578308, 28.271166, 30.204198, 107.570378], [125.941408, 129.058395, 132.931241, 141.917953, 582.396136], [102.662027, 105.282834, 108.636309, 115.729340, 470.015162], [39.833584, 40.491574, 41.288366, 43.921216, 200.248018], [79.892856, 81.907123, 84.461444, 90.174854, 363.789189]]
### 16
fourier: [[90.223958, 91.709588, 96.016478, 101.851670, 400.738171]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6995514333248138, "train_acc": 0.445, "val_loss": 0.6847642660140991, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6861629784107208, "train_acc": 0.565, "val_loss": 0.6743776798248291, "val_acc": 0.58}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6694728434085846, "train_acc": 0.565, "val_loss": 0.5782982110977173, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6735559701919556, "train_acc": 0.48, "val_loss": 0.6328346729278564, "val_acc": 0.58}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6057868003845215, "train_acc": 0.6, "val_loss": 0.40398964285850525, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.50937919318676, "train_acc": 0.845, "val_loss": 0.3247513175010681, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.33108724653720856, "train_acc": 0.86, "val_loss": 0.8302574157714844, "val_acc": 0.66}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.5082475394010544, "train_acc": 0.79, "val_loss": 0.6176378726959229, "val_acc": 0.62}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.4314497113227844, "train_acc": 0.79, "val_loss": 0.5360778570175171, "val_acc": 0.68}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.6847642660140991, "final_val_loss": 0.5782982110977173, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 0.6328346729278564, "final_val_loss": 0.5360778570175171, "initial_val_acc": 0.58, "final_val_acc": 0.68, "best_val_acc": 0.84, "best_epoch": 4}, "improvement": 0.26, "first_improvement_epoch": 2}}
|
9,932
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.42, "improved_accuracy": 0.58, "improvement": 0.15999999999999998, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 5973, "learning_rate": 0.08652699500337473, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.475409, 22.033468, 22.356902, 26.201076, 59.525030], [23.045927, 25.242522, 27.101184, 30.948704, 127.195627], [28.435341, 29.385763, 29.940997, 30.853370, 213.525818], [17.897098, 18.891033, 19.239984, 26.971019, 168.937084], [19.801298, 20.232214, 21.117552, 22.457061, 186.157573], [10.910550, 11.013513, 11.770069, 12.473527, 14.071756], [22.790862, 23.249502, 27.416636, 30.250140, 164.321886], [16.949990, 18.772065, 20.374365, 22.561909, 114.686671], [17.910907, 18.483305, 20.346171, 26.610018, 167.620905], [28.785630, 31.852680, 32.230969, 33.173057, 34.636670]]
### 2
fourier: [[2.188693, 2.212811, 2.288788, 2.659762, 35.604674], [4.242847, 4.454723, 4.896280, 5.216957, 35.730227], [13.730113, 13.744376, 13.849558, 18.050958, 64.908738], [3.553615, 3.734155, 3.861439, 4.781921, 12.404227], [10.957566, 10.985593, 11.099375, 14.386846, 103.029308], [2.065486, 2.344869, 2.370217, 2.778684, 45.583240], [8.381895, 8.567469, 9.091372, 10.309309, 39.266793], [10.929096, 11.036427, 12.151718, 13.516548, 47.178000], [10.752410, 11.158440, 12.789324, 12.849301, 78.910749], [11.876319, 11.933522, 13.594144, 14.628344, 109.823426]]
### 4
fourier: [[2.023051, 2.342689, 2.368246, 2.709499, 33.517863], [3.162767, 3.508276, 3.792498, 4.299091, 51.788758], [5.583679, 5.772897, 6.193955, 6.908775, 65.307669], [0.985700, 1.117832, 1.195576, 1.331971, 6.849302], [3.567411, 3.719271, 3.975283, 4.579369, 89.587610], [0.827332, 0.849813, 0.929410, 1.149385, 26.249133], [4.321312, 4.382187, 4.501060, 5.549416, 47.369230], [0.598905, 0.613011, 0.671103, 0.787454, 29.811648], [4.034539, 4.056997, 4.179051, 5.101807, 44.360337], [4.019070, 4.054826, 4.729794, 5.058292, 44.664190]]
### 6
fourier: [[3.427189, 3.605420, 4.042918, 4.343818, 78.870588], [1.282193, 1.381162, 1.411250, 1.744308, 23.923190], [0.434833, 0.449897, 0.470377, 0.591588, 22.435979], [1.985433, 2.178126, 2.184699, 2.710132, 46.105109], [0.643947, 0.716008, 0.774037, 0.882851, 31.013233], [1.612754, 1.716873, 1.831265, 2.083652, 29.637768], [2.640436, 2.832479, 3.064462, 3.439862, 72.245979], [0.797765, 0.874227, 0.914189, 1.101396, 27.574895], [1.417419, 1.493742, 1.678165, 1.821685, 35.528417], [0.646044, 0.646336, 0.779065, 0.791111, 32.784019]]
### 8
fourier: [[0.636338, 0.680994, 0.744858, 0.835109, 54.372845], [0.426599, 0.450932, 0.503967, 0.550560, 44.008900], [0.106132, 0.106586, 0.126377, 0.127495, 10.097535], [0.593601, 0.642369, 0.688871, 0.790586, 37.561341], [0.179036, 0.191370, 0.203226, 0.223298, 25.606420], [0.317413, 0.320461, 0.379638, 0.380788, 38.161404], [0.322129, 0.349703, 0.372888, 0.430811, 3.567138], [0.162941, 0.167245, 0.178245, 0.223795, 20.893662], [0.549025, 0.562388, 0.599785, 0.660013, 0.734653], [0.102292, 0.105868, 0.121891, 0.124898, 19.848714]]
### 10
fourier: [[0.232779, 0.272137, 0.300448, 0.324031, 50.274290], [0.109214, 0.119419, 0.135431, 0.141535, 42.677306], [0.102418, 0.106440, 0.113589, 0.123838, 28.573913], [0.256308, 0.289637, 0.332873, 0.333653, 31.523656], [0.153216, 0.177798, 0.197763, 0.209554, 5.001598], [0.044747, 0.045649, 0.051569, 0.053514, 20.689284], [0.083039, 0.092504, 0.103471, 0.112043, 25.215887], [0.359618, 0.359665, 0.398025, 0.450003, 29.722748], [0.028299, 0.028543, 0.034197, 0.034925, 4.446251], [0.063706, 0.064779, 0.073465, 0.077601, 8.637803]]
### 12
fourier: [[0.096383, 0.114379, 0.129611, 0.131352, 29.658927], [0.059865, 0.067112, 0.077152, 0.077522, 15.988511], [0.134339, 0.139374, 0.160997, 0.165194, 19.150866], [0.007553, 0.007994, 0.008806, 0.009101, 28.638012], [0.060150, 0.065359, 0.075253, 0.076320, 29.289895], [0.017803, 0.017811, 0.018888, 0.020693, 5.737956], [0.026684, 0.031925, 0.036030, 0.036664, 20.183650], [0.118150, 0.121115, 0.140016, 0.143966, 11.960379], [0.022269, 0.025036, 0.027610, 0.028809, 33.349788], [0.016471, 0.016517, 0.018780, 0.019906, 7.094573]]
### 14
fourier: [[0.055832, 0.061832, 0.071118, 0.071724, 27.328767], [0.041899, 0.045425, 0.052309, 0.053085, 7.444530], [0.083472, 0.091396, 0.105184, 0.106438, 28.160201], [0.097337, 0.107941, 0.124146, 0.125153, 22.112304], [0.007403, 0.007824, 0.008401, 0.008578, 16.090656], [0.028238, 0.030116, 0.030522, 0.032205, 1.003984], [0.023970, 0.025428, 0.029326, 0.029944, 19.818856], [0.021047, 0.024395, 0.027214, 0.028034, 29.506452], [0.025770, 0.026634, 0.029451, 0.030658, 41.741126], [0.022830, 0.025475, 0.029292, 0.029474, 10.870449]]
### 16
fourier: [[0.003917, 0.004105, 0.004366, 0.004574, 11.385703], [0.015521, 0.016607, 0.019140, 0.019497, 7.642324], [0.016789, 0.017990, 0.020732, 0.021110, 23.375069], [0.022008, 0.024012, 0.027640, 0.027999, 36.797335], [0.004072, 0.004196, 0.004680, 0.004865, 22.819872], [0.001990, 0.002128, 0.002568, 0.002767, 4.258389], [0.028682, 0.030895, 0.035592, 0.036187, 39.807928], [0.002073, 0.002098, 0.002331, 0.002471, 15.539533], [0.001687, 0.001737, 0.001941, 0.002017, 4.000358], [0.012670, 0.013390, 0.015447, 0.015789, 0.048216]]
### 18
fourier: [[0.004362, 0.004917, 0.005651, 0.005669, 5.033057], [0.003134, 0.003207, 0.003712, 0.003815, 23.503256], [0.007881, 0.008609, 0.009920, 0.010037, 9.859754], [0.000226, 0.000229, 0.000233, 0.000274, 20.453782], [0.007165, 0.008033, 0.009150, 0.009254, 18.045650], [0.006923, 0.007890, 0.009015, 0.009048, 5.180366], [0.001348, 0.001533, 0.001806, 0.001908, 2.842650], [0.014092, 0.015106, 0.017375, 0.017714, 17.171242], [0.001023, 0.001246, 0.001353, 0.001358, 17.480965], [0.018583, 0.020393, 0.023470, 0.023732, 34.474115]]
### 20
fourier: [[0.000350, 0.000395, 0.000454, 0.000455, 7.978376]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.475409, 22.033468, 22.356902, 26.201076, 59.525030], [23.045927, 25.242522, 27.101184, 30.948704, 127.195627], [28.435341, 29.385763, 29.940997, 30.853370, 213.525818], [17.897098, 18.891033, 19.239984, 26.971019, 168.937084], [19.801298, 20.232214, 21.117552, 22.457061, 186.157573], [10.910550, 11.013513, 11.770069, 12.473527, 14.071756], [22.790862, 23.249502, 27.416636, 30.250140, 164.321886], [16.949990, 18.772065, 20.374365, 22.561909, 114.686671], [17.910907, 18.483305, 20.346171, 26.610018, 167.620905], [28.785630, 31.852680, 32.230969, 33.173057, 34.636670]]
### 2
fourier: [[2.188693, 2.212811, 2.288788, 2.659762, 35.604674], [4.242847, 4.454723, 4.896280, 5.216957, 35.730227], [13.730113, 13.744376, 13.849558, 18.050958, 64.908738], [3.553615, 3.734155, 3.861439, 4.781921, 12.404227], [10.957566, 10.985593, 11.099375, 14.386846, 103.029308], [2.065486, 2.344869, 2.370217, 2.778684, 45.583240], [8.381895, 8.567469, 9.091372, 10.309309, 39.266793], [10.929096, 11.036427, 12.151718, 13.516548, 47.178000], [10.752410, 11.158440, 12.789324, 12.849301, 78.910749], [11.876319, 11.933522, 13.594144, 14.628344, 109.823426]]
### 4
fourier: [[2.023051, 2.342689, 2.368246, 2.709499, 33.517863], [3.162767, 3.508276, 3.792498, 4.299091, 51.788758], [5.583679, 5.772897, 6.193955, 6.908775, 65.307669], [0.985700, 1.117832, 1.195576, 1.331971, 6.849302], [3.567411, 3.719271, 3.975283, 4.579369, 89.587610], [0.827332, 0.849813, 0.929410, 1.149385, 26.249133], [4.321312, 4.382187, 4.501060, 5.549416, 47.369230], [0.598905, 0.613011, 0.671103, 0.787454, 29.811648], [4.034539, 4.056997, 4.179051, 5.101807, 44.360337], [4.019070, 4.054826, 4.729794, 5.058292, 44.664190]]
### 6
fourier: [[3.427189, 3.605420, 4.042918, 4.343818, 78.870588], [1.282193, 1.381162, 1.411250, 1.744308, 23.923190], [0.434833, 0.449897, 0.470377, 0.591588, 22.435979], [1.985433, 2.178126, 2.184699, 2.710132, 46.105109], [0.643947, 0.716008, 0.774037, 0.882851, 31.013233], [1.612754, 1.716873, 1.831265, 2.083652, 29.637768], [2.640436, 2.832479, 3.064462, 3.439862, 72.245979], [0.797765, 0.874227, 0.914189, 1.101396, 27.574895], [1.417419, 1.493742, 1.678165, 1.821685, 35.528417], [0.646044, 0.646336, 0.779065, 0.791111, 32.784019]]
### 8
fourier: [[0.636338, 0.680994, 0.744858, 0.835109, 54.372845], [0.426599, 0.450932, 0.503967, 0.550560, 44.008900], [0.106132, 0.106586, 0.126377, 0.127495, 10.097535], [0.593601, 0.642369, 0.688871, 0.790586, 37.561341], [0.179036, 0.191370, 0.203226, 0.223298, 25.606420], [0.317413, 0.320461, 0.379638, 0.380788, 38.161404], [0.322129, 0.349703, 0.372888, 0.430811, 3.567138], [0.162941, 0.167245, 0.178245, 0.223795, 20.893662], [0.549025, 0.562388, 0.599785, 0.660013, 0.734653], [0.102292, 0.105868, 0.121891, 0.124898, 19.848714]]
### 10
fourier: [[0.232779, 0.272137, 0.300448, 0.324031, 50.274290], [0.109214, 0.119419, 0.135431, 0.141535, 42.677306], [0.102418, 0.106440, 0.113589, 0.123838, 28.573913], [0.256308, 0.289637, 0.332873, 0.333653, 31.523656], [0.153216, 0.177798, 0.197763, 0.209554, 5.001598], [0.044747, 0.045649, 0.051569, 0.053514, 20.689284], [0.083039, 0.092504, 0.103471, 0.112043, 25.215887], [0.359618, 0.359665, 0.398025, 0.450003, 29.722748], [0.028299, 0.028543, 0.034197, 0.034925, 4.446251], [0.063706, 0.064779, 0.073465, 0.077601, 8.637803]]
### 12
fourier: [[0.096383, 0.114379, 0.129611, 0.131352, 29.658927], [0.059865, 0.067112, 0.077152, 0.077522, 15.988511], [0.134339, 0.139374, 0.160997, 0.165194, 19.150866], [0.007553, 0.007994, 0.008806, 0.009101, 28.638012], [0.060150, 0.065359, 0.075253, 0.076320, 29.289895], [0.017803, 0.017811, 0.018888, 0.020693, 5.737956], [0.026684, 0.031925, 0.036030, 0.036664, 20.183650], [0.118150, 0.121115, 0.140016, 0.143966, 11.960379], [0.022269, 0.025036, 0.027610, 0.028809, 33.349788], [0.016471, 0.016517, 0.018780, 0.019906, 7.094573]]
### 14
fourier: [[0.055832, 0.061832, 0.071118, 0.071724, 27.328767], [0.041899, 0.045425, 0.052309, 0.053085, 7.444530], [0.083472, 0.091396, 0.105184, 0.106438, 28.160201], [0.097337, 0.107941, 0.124146, 0.125153, 22.112304], [0.007403, 0.007824, 0.008401, 0.008578, 16.090656], [0.028238, 0.030116, 0.030522, 0.032205, 1.003984], [0.023970, 0.025428, 0.029326, 0.029944, 19.818856], [0.021047, 0.024395, 0.027214, 0.028034, 29.506452], [0.025770, 0.026634, 0.029451, 0.030658, 41.741126], [0.022830, 0.025475, 0.029292, 0.029474, 10.870449]]
### 16
fourier: [[0.003917, 0.004105, 0.004366, 0.004574, 11.385703], [0.015521, 0.016607, 0.019140, 0.019497, 7.642324], [0.016789, 0.017990, 0.020732, 0.021110, 23.375069], [0.022008, 0.024012, 0.027640, 0.027999, 36.797335], [0.004072, 0.004196, 0.004680, 0.004865, 22.819872], [0.001990, 0.002128, 0.002568, 0.002767, 4.258389], [0.028682, 0.030895, 0.035592, 0.036187, 39.807928], [0.002073, 0.002098, 0.002331, 0.002471, 15.539533], [0.001687, 0.001737, 0.001941, 0.002017, 4.000358], [0.012670, 0.013390, 0.015447, 0.015789, 0.048216]]
### 18
fourier: [[0.004362, 0.004917, 0.005651, 0.005669, 5.033057], [0.003134, 0.003207, 0.003712, 0.003815, 23.503256], [0.007881, 0.008609, 0.009920, 0.010037, 9.859754], [0.000226, 0.000229, 0.000233, 0.000274, 20.453782], [0.007165, 0.008033, 0.009150, 0.009254, 18.045650], [0.006923, 0.007890, 0.009015, 0.009048, 5.180366], [0.001348, 0.001533, 0.001806, 0.001908, 2.842650], [0.014092, 0.015106, 0.017375, 0.017714, 17.171242], [0.001023, 0.001246, 0.001353, 0.001358, 17.480965], [0.018583, 0.020393, 0.023470, 0.023732, 34.474115]]
### 20
fourier: [[0.000350, 0.000395, 0.000454, 0.000455, 7.978376]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6955978274345398, "train_acc": 0.475, "val_loss": 1.0017938613891602, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7334975004196167, "train_acc": 0.585, "val_loss": 0.7086418271064758, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6961003541946411, "train_acc": 0.5, "val_loss": 0.6870399713516235, "val_acc": 0.58}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6976732015609741, "train_acc": 0.48, "val_loss": 0.693849503993988, "val_acc": 0.42}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6906669735908508, "train_acc": 0.52, "val_loss": 0.7040870189666748, "val_acc": 0.42}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6926267743110657, "train_acc": 0.52, "val_loss": 0.7177156805992126, "val_acc": 0.42}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 1.0017938613891602, "final_val_loss": 0.7086418271064758, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.6870399713516235, "final_val_loss": 0.7177156805992126, "initial_val_acc": 0.58, "final_val_acc": 0.42, "best_val_acc": 0.58, "best_epoch": 2}, "improvement": 0.15999999999999998, "first_improvement_epoch": 1}}
|
9,933
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.56, "improved_accuracy": 0.96, "improvement": 0.3999999999999999, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3843, "learning_rate": 0.015976095864165027, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.480844, 20.738038, 21.200108, 21.557798, 22.888564], [25.434863, 26.127733, 28.416718, 28.985860, 32.835415], [16.295155, 21.786797, 22.246447, 23.410093, 52.223408], [19.292805, 22.090170, 22.419825, 25.718599, 132.748320], [23.114502, 25.946172, 26.557662, 28.139563, 154.150040], [34.788373, 35.592350, 48.378869, 49.478302, 199.741860], [23.756519, 25.155885, 25.181664, 27.488994, 33.457421], [22.876262, 23.773010, 25.417661, 26.472169, 195.081171], [29.438075, 32.508100, 33.260463, 38.763355, 244.420978], [19.341506, 19.983240, 22.995505, 27.401165, 31.603164], [14.749273, 15.210132, 15.617134, 19.398434, 40.915170], [31.126363, 36.032366, 41.791579, 46.182856, 174.070603], [20.147629, 24.003632, 24.027371, 29.029891, 35.394448], [18.504936, 18.795451, 19.468155, 19.836370, 27.430373], [32.078461, 32.108467, 36.160455, 37.813997, 151.744198]]
### 2
fourier: [[20.674963, 20.802150, 22.574944, 23.802271, 45.816516], [8.931225, 9.903811, 11.658638, 13.189543, 16.104409], [12.444456, 12.929591, 13.349739, 17.513997, 52.905652], [27.165532, 27.491685, 28.501071, 29.828219, 136.973757], [33.374075, 36.223390, 36.432096, 43.209497, 197.962130], [34.041579, 35.505298, 36.814461, 43.078604, 203.906446], [42.944669, 50.620837, 50.986890, 54.308510, 194.467174], [18.053558, 18.247341, 23.275845, 23.452608, 128.754844], [26.984176, 27.365763, 34.072283, 35.013075, 90.869982], [18.509379, 18.863747, 19.053102, 21.331969, 88.878016], [14.331041, 17.843761, 18.695851, 20.591458, 60.048628], [18.634644, 23.842424, 25.163694, 25.520333, 27.011744], [28.462885, 28.879046, 29.280478, 30.397010, 172.043457], [36.529186, 43.447225, 44.371263, 45.394426, 164.351665], [29.726562, 30.806384, 32.566499, 35.884764, 175.195266]]
### 4
fourier: [[33.303302, 37.346381, 37.469268, 41.104770, 149.286973], [29.607425, 30.994583, 31.704137, 34.293003, 77.302761], [13.770945, 14.463041, 16.908803, 17.323532, 155.628941], [12.305035, 12.735190, 12.830786, 12.856334, 143.682746], [31.941562, 32.567386, 39.938436, 43.520342, 187.320331], [38.851717, 39.521161, 42.643996, 44.583950, 248.701480], [20.850730, 26.898877, 32.348056, 33.190576, 33.838093], [7.781736, 7.931315, 8.001902, 8.446184, 21.787574], [22.467054, 24.440598, 26.135892, 29.702450, 144.991856], [66.295845, 73.734026, 75.987030, 76.093510, 376.761822], [31.593498, 32.046699, 33.483614, 39.419615, 200.478263], [27.861222, 29.570353, 30.001154, 32.715589, 124.161894], [25.021663, 25.920224, 29.597292, 32.008642, 132.474914], [16.376137, 16.989872, 19.986640, 22.042858, 40.572436], [22.423008, 23.546212, 24.595458, 25.272997, 134.938163]]
### 6
fourier: [[21.790589, 22.411779, 24.962589, 27.764658, 69.869842], [15.893869, 17.883183, 18.152932, 21.766661, 23.065555], [19.998354, 21.814101, 24.723046, 25.356857, 195.840871], [14.483212, 14.823908, 17.474865, 19.838769, 20.692278], [39.512337, 39.846582, 42.414421, 43.795538, 154.377173], [22.432025, 23.882130, 25.114243, 26.039793, 155.087673], [33.314805, 35.356268, 36.514226, 38.874314, 179.217791], [35.806842, 36.702001, 39.225798, 40.870149, 132.812546], [13.267641, 14.757436, 16.200878, 16.300423, 109.503610], [8.939819, 9.643163, 11.948823, 12.173024, 53.641275], [56.302482, 57.378254, 64.624243, 65.463523, 243.666269], [29.996204, 30.954933, 34.190073, 35.728337, 166.501999], [45.275972, 46.963283, 51.675573, 52.378132, 288.949678], [45.952301, 49.981266, 51.986496, 52.774488, 285.340141], [44.349281, 47.100264, 47.679662, 49.111372, 166.412840]]
### 8
fourier: [[43.641394, 46.495577, 48.374660, 49.952298, 246.233481], [41.437234, 44.798995, 47.088848, 47.709031, 266.973827], [41.376510, 41.746137, 46.390863, 46.535885, 224.214907], [47.556509, 50.086208, 54.085296, 54.397233, 283.360073], [18.378709, 19.545754, 21.855149, 23.392657, 23.858775], [41.143213, 42.776835, 45.042656, 47.349460, 190.552495], [27.260112, 31.534564, 32.146531, 33.457673, 78.988403], [34.947474, 37.168882, 39.040085, 40.606935, 186.442203], [20.680891, 20.874890, 25.014485, 26.872739, 29.890789], [50.837745, 54.185036, 58.222236, 58.501637, 283.876144], [25.058380, 25.640326, 26.152792, 28.137006, 157.972471], [33.397630, 36.393285, 36.515637, 39.187470, 194.683325], [20.731973, 22.729346, 23.925974, 29.236138, 29.709911], [13.326542, 13.824576, 16.399260, 16.419012, 149.518777], [46.904996, 47.187933, 50.463320, 53.476300, 249.717214]]
### 10
fourier: [[22.180717, 23.545564, 23.748293, 24.557199, 176.708454], [36.616624, 39.060117, 42.445164, 46.069256, 81.621968], [38.224895, 41.604253, 41.944769, 44.850293, 144.891436], [68.787886, 70.891461, 76.172357, 76.750634, 313.337475], [75.211095, 75.407066, 80.983328, 83.484022, 371.773756], [93.397134, 94.499829, 100.509729, 103.714870, 460.624170], [15.550635, 17.266807, 18.542445, 19.577363, 39.243300], [81.782156, 88.078227, 89.178112, 95.379228, 342.906954], [67.589979, 68.925364, 73.740814, 75.412278, 327.674357], [7.972092, 8.537956, 8.564722, 8.879407, 87.544343], [26.722671, 28.992409, 29.232246, 30.805073, 79.715053], [100.144498, 103.475708, 110.723674, 111.445789, 513.464069], [76.809878, 80.346172, 82.023042, 88.498631, 347.225870], [98.786015, 100.598869, 108.447962, 109.698850, 508.378740], [16.725243, 17.379978, 18.958447, 23.551340, 24.272782]]
### 12
fourier: [[110.112798, 116.418934, 120.173105, 125.913052, 586.886729], [32.076431, 33.898960, 35.568598, 39.453683, 86.087317], [149.944935, 152.004319, 162.234434, 165.414697, 656.036426], [118.471262, 123.675328, 129.842817, 133.386802, 614.024870], [85.208073, 87.509431, 93.179043, 94.706068, 440.864793], [126.142962, 131.638719, 138.136737, 142.378625, 663.736903], [56.167704, 56.232838, 60.914891, 61.459960, 250.448340], [131.955652, 138.016567, 145.226559, 148.380535, 696.528321], [90.323083, 94.702906, 100.112682, 101.263492, 466.489881], [24.607354, 26.153622, 26.937949, 28.379162, 152.708639], [67.516547, 69.046303, 73.032537, 75.060708, 288.734031], [154.215656, 163.450200, 170.306082, 175.414661, 853.025756], [77.727373, 78.302310, 83.721852, 85.783272, 385.965057], [47.612987, 51.861307, 56.054160, 60.390896, 123.667242], [34.081640, 37.048084, 37.681328, 40.398540, 111.737465]]
### 14
fourier: [[32.058710, 32.963581, 33.843786, 36.982347, 108.222729], [60.626369, 61.209945, 64.397878, 68.158886, 258.659333], [150.871118, 156.856779, 166.237623, 168.517603, 780.688404], [160.084441, 165.290767, 176.975202, 177.259219, 812.711882], [136.162318, 141.046832, 150.087631, 151.521321, 650.900130], [217.604683, 229.980062, 238.917640, 247.699698, 1160.278849], [32.457535, 32.546360, 33.940223, 36.701263, 218.855606], [66.680164, 67.520500, 72.258447, 73.708091, 284.830529], [55.011988, 57.534769, 60.550180, 68.614851, 189.959153], [226.163183, 237.084178, 248.536410, 255.056737, 1187.183168], [193.383222, 203.199698, 212.725976, 218.403219, 1010.324192], [118.321280, 121.332717, 130.306819, 130.377509, 555.291061], [168.664322, 175.436472, 185.480212, 188.794482, 872.207201], [155.167714, 160.580311, 171.135209, 172.281113, 758.279178], [128.134306, 131.017706, 139.583543, 142.192077, 638.501463]]
### 16
fourier: [[357.720839, 381.078307, 393.246005, 410.156872, 1966.372457]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.480844, 20.738038, 21.200108, 21.557798, 22.888564], [25.434863, 26.127733, 28.416718, 28.985860, 32.835415], [16.295155, 21.786797, 22.246447, 23.410093, 52.223408], [19.292805, 22.090170, 22.419825, 25.718599, 132.748320], [23.114502, 25.946172, 26.557662, 28.139563, 154.150040], [34.788373, 35.592350, 48.378869, 49.478302, 199.741860], [23.756519, 25.155885, 25.181664, 27.488994, 33.457421], [22.876262, 23.773010, 25.417661, 26.472169, 195.081171], [29.438075, 32.508100, 33.260463, 38.763355, 244.420978], [19.341506, 19.983240, 22.995505, 27.401165, 31.603164], [14.749273, 15.210132, 15.617134, 19.398434, 40.915170], [31.126363, 36.032366, 41.791579, 46.182856, 174.070603], [20.147629, 24.003632, 24.027371, 29.029891, 35.394448], [18.504936, 18.795451, 19.468155, 19.836370, 27.430373], [32.078461, 32.108467, 36.160455, 37.813997, 151.744198]]
### 2
fourier: [[20.674963, 20.802150, 22.574944, 23.802271, 45.816516], [8.931225, 9.903811, 11.658638, 13.189543, 16.104409], [12.444456, 12.929591, 13.349739, 17.513997, 52.905652], [27.165532, 27.491685, 28.501071, 29.828219, 136.973757], [33.374075, 36.223390, 36.432096, 43.209497, 197.962130], [34.041579, 35.505298, 36.814461, 43.078604, 203.906446], [42.944669, 50.620837, 50.986890, 54.308510, 194.467174], [18.053558, 18.247341, 23.275845, 23.452608, 128.754844], [26.984176, 27.365763, 34.072283, 35.013075, 90.869982], [18.509379, 18.863747, 19.053102, 21.331969, 88.878016], [14.331041, 17.843761, 18.695851, 20.591458, 60.048628], [18.634644, 23.842424, 25.163694, 25.520333, 27.011744], [28.462885, 28.879046, 29.280478, 30.397010, 172.043457], [36.529186, 43.447225, 44.371263, 45.394426, 164.351665], [29.726562, 30.806384, 32.566499, 35.884764, 175.195266]]
### 4
fourier: [[33.303302, 37.346381, 37.469268, 41.104770, 149.286973], [29.607425, 30.994583, 31.704137, 34.293003, 77.302761], [13.770945, 14.463041, 16.908803, 17.323532, 155.628941], [12.305035, 12.735190, 12.830786, 12.856334, 143.682746], [31.941562, 32.567386, 39.938436, 43.520342, 187.320331], [38.851717, 39.521161, 42.643996, 44.583950, 248.701480], [20.850730, 26.898877, 32.348056, 33.190576, 33.838093], [7.781736, 7.931315, 8.001902, 8.446184, 21.787574], [22.467054, 24.440598, 26.135892, 29.702450, 144.991856], [66.295845, 73.734026, 75.987030, 76.093510, 376.761822], [31.593498, 32.046699, 33.483614, 39.419615, 200.478263], [27.861222, 29.570353, 30.001154, 32.715589, 124.161894], [25.021663, 25.920224, 29.597292, 32.008642, 132.474914], [16.376137, 16.989872, 19.986640, 22.042858, 40.572436], [22.423008, 23.546212, 24.595458, 25.272997, 134.938163]]
### 6
fourier: [[21.790589, 22.411779, 24.962589, 27.764658, 69.869842], [15.893869, 17.883183, 18.152932, 21.766661, 23.065555], [19.998354, 21.814101, 24.723046, 25.356857, 195.840871], [14.483212, 14.823908, 17.474865, 19.838769, 20.692278], [39.512337, 39.846582, 42.414421, 43.795538, 154.377173], [22.432025, 23.882130, 25.114243, 26.039793, 155.087673], [33.314805, 35.356268, 36.514226, 38.874314, 179.217791], [35.806842, 36.702001, 39.225798, 40.870149, 132.812546], [13.267641, 14.757436, 16.200878, 16.300423, 109.503610], [8.939819, 9.643163, 11.948823, 12.173024, 53.641275], [56.302482, 57.378254, 64.624243, 65.463523, 243.666269], [29.996204, 30.954933, 34.190073, 35.728337, 166.501999], [45.275972, 46.963283, 51.675573, 52.378132, 288.949678], [45.952301, 49.981266, 51.986496, 52.774488, 285.340141], [44.349281, 47.100264, 47.679662, 49.111372, 166.412840]]
### 8
fourier: [[43.641394, 46.495577, 48.374660, 49.952298, 246.233481], [41.437234, 44.798995, 47.088848, 47.709031, 266.973827], [41.376510, 41.746137, 46.390863, 46.535885, 224.214907], [47.556509, 50.086208, 54.085296, 54.397233, 283.360073], [18.378709, 19.545754, 21.855149, 23.392657, 23.858775], [41.143213, 42.776835, 45.042656, 47.349460, 190.552495], [27.260112, 31.534564, 32.146531, 33.457673, 78.988403], [34.947474, 37.168882, 39.040085, 40.606935, 186.442203], [20.680891, 20.874890, 25.014485, 26.872739, 29.890789], [50.837745, 54.185036, 58.222236, 58.501637, 283.876144], [25.058380, 25.640326, 26.152792, 28.137006, 157.972471], [33.397630, 36.393285, 36.515637, 39.187470, 194.683325], [20.731973, 22.729346, 23.925974, 29.236138, 29.709911], [13.326542, 13.824576, 16.399260, 16.419012, 149.518777], [46.904996, 47.187933, 50.463320, 53.476300, 249.717214]]
### 10
fourier: [[22.180717, 23.545564, 23.748293, 24.557199, 176.708454], [36.616624, 39.060117, 42.445164, 46.069256, 81.621968], [38.224895, 41.604253, 41.944769, 44.850293, 144.891436], [68.787886, 70.891461, 76.172357, 76.750634, 313.337475], [75.211095, 75.407066, 80.983328, 83.484022, 371.773756], [93.397134, 94.499829, 100.509729, 103.714870, 460.624170], [15.550635, 17.266807, 18.542445, 19.577363, 39.243300], [81.782156, 88.078227, 89.178112, 95.379228, 342.906954], [67.589979, 68.925364, 73.740814, 75.412278, 327.674357], [7.972092, 8.537956, 8.564722, 8.879407, 87.544343], [26.722671, 28.992409, 29.232246, 30.805073, 79.715053], [100.144498, 103.475708, 110.723674, 111.445789, 513.464069], [76.809878, 80.346172, 82.023042, 88.498631, 347.225870], [98.786015, 100.598869, 108.447962, 109.698850, 508.378740], [16.725243, 17.379978, 18.958447, 23.551340, 24.272782]]
### 12
fourier: [[110.112798, 116.418934, 120.173105, 125.913052, 586.886729], [32.076431, 33.898960, 35.568598, 39.453683, 86.087317], [149.944935, 152.004319, 162.234434, 165.414697, 656.036426], [118.471262, 123.675328, 129.842817, 133.386802, 614.024870], [85.208073, 87.509431, 93.179043, 94.706068, 440.864793], [126.142962, 131.638719, 138.136737, 142.378625, 663.736903], [56.167704, 56.232838, 60.914891, 61.459960, 250.448340], [131.955652, 138.016567, 145.226559, 148.380535, 696.528321], [90.323083, 94.702906, 100.112682, 101.263492, 466.489881], [24.607354, 26.153622, 26.937949, 28.379162, 152.708639], [67.516547, 69.046303, 73.032537, 75.060708, 288.734031], [154.215656, 163.450200, 170.306082, 175.414661, 853.025756], [77.727373, 78.302310, 83.721852, 85.783272, 385.965057], [47.612987, 51.861307, 56.054160, 60.390896, 123.667242], [34.081640, 37.048084, 37.681328, 40.398540, 111.737465]]
### 14
fourier: [[32.058710, 32.963581, 33.843786, 36.982347, 108.222729], [60.626369, 61.209945, 64.397878, 68.158886, 258.659333], [150.871118, 156.856779, 166.237623, 168.517603, 780.688404], [160.084441, 165.290767, 176.975202, 177.259219, 812.711882], [136.162318, 141.046832, 150.087631, 151.521321, 650.900130], [217.604683, 229.980062, 238.917640, 247.699698, 1160.278849], [32.457535, 32.546360, 33.940223, 36.701263, 218.855606], [66.680164, 67.520500, 72.258447, 73.708091, 284.830529], [55.011988, 57.534769, 60.550180, 68.614851, 189.959153], [226.163183, 237.084178, 248.536410, 255.056737, 1187.183168], [193.383222, 203.199698, 212.725976, 218.403219, 1010.324192], [118.321280, 121.332717, 130.306819, 130.377509, 555.291061], [168.664322, 175.436472, 185.480212, 188.794482, 872.207201], [155.167714, 160.580311, 171.135209, 172.281113, 758.279178], [128.134306, 131.017706, 139.583543, 142.192077, 638.501463]]
### 16
fourier: [[357.720839, 381.078307, 393.246005, 410.156872, 1966.372457]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6892948746681213, "train_acc": 0.565, "val_loss": 0.6856621503829956, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6818156838417053, "train_acc": 0.565, "val_loss": 0.6840274333953857, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6826049387454987, "train_acc": 0.565, "val_loss": 0.6729938983917236, "val_acc": 0.56}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6586233973503113, "train_acc": 0.565, "val_loss": 0.6151204109191895, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.606744110584259, "train_acc": 0.52, "val_loss": 0.5305327773094177, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5487129092216492, "train_acc": 0.775, "val_loss": 0.4486550986766815, "val_acc": 0.82}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.46520471572875977, "train_acc": 0.79, "val_loss": 0.3852318525314331, "val_acc": 0.88}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.3641909509897232, "train_acc": 0.83, "val_loss": 0.34549957513809204, "val_acc": 0.82}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.3157840371131897, "train_acc": 0.845, "val_loss": 0.24487796425819397, "val_acc": 0.9}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.23270639032125473, "train_acc": 0.895, "val_loss": 0.20380641520023346, "val_acc": 0.94}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.1859453096985817, "train_acc": 0.955, "val_loss": 0.17471839487552643, "val_acc": 0.94}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.15463650971651077, "train_acc": 0.955, "val_loss": 0.15088003873825073, "val_acc": 0.94}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.18879330158233643, "train_acc": 0.96, "val_loss": 0.149855837225914, "val_acc": 0.94}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.14823593944311142, "train_acc": 0.955, "val_loss": 0.115531787276268, "val_acc": 0.96}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6856621503829956, "final_val_loss": 0.6151204109191895, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.5305327773094177, "final_val_loss": 0.115531787276268, "initial_val_acc": 0.8, "final_val_acc": 0.96, "best_val_acc": 0.96, "best_epoch": 13}, "improvement": 0.3999999999999999, "first_improvement_epoch": 3}}
|
9,934
|
{"target_pattern": "has_majority", "degraded_accuracy": 0.6, "improved_accuracy": 0.82, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2227, "learning_rate": 0.021004033524960827, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "has_majority", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["has_majority"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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[
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## Activation Signature
### 0
fourier: [[20.361772, 20.819422, 21.946596, 22.618005, 23.809909], [17.994635, 18.292000, 18.876540, 23.931121, 46.536284], [27.793688, 28.341463, 31.116388, 33.991199, 217.970513], [19.070685, 19.728750, 19.944594, 23.652164, 36.160800], [24.712319, 25.405204, 29.811322, 31.491871, 83.772518], [13.786492, 13.967563, 14.488941, 15.034195, 28.130554], [13.548321, 13.592215, 14.950024, 15.652327, 83.178803], [25.075273, 25.564619, 25.813735, 25.859993, 216.995910], [17.184705, 17.297575, 17.408149, 23.908587, 25.120163], [16.226505, 16.811140, 17.301399, 24.825647, 38.421924], [22.127727, 23.489363, 23.960718, 27.049762, 202.395229]]
### 2
fourier: [[12.883967, 13.550346, 14.444959, 19.441190, 66.983033], [9.688188, 9.794083, 9.994322, 11.069123, 30.950414], [18.986835, 20.724908, 21.004206, 22.618054, 137.395434], [6.722967, 6.756686, 7.174985, 7.388470, 46.281845], [13.442753, 13.449540, 14.212114, 14.525090, 72.281604], [10.992237, 11.524887, 12.055300, 12.673830, 16.189245], [26.997873, 28.404228, 28.500633, 30.259547, 218.105506], [25.894303, 27.815990, 31.628270, 33.242476, 163.134304], [11.932954, 12.175801, 12.464534, 14.652301, 69.220066], [8.245386, 9.636484, 10.252177, 11.199160, 11.244934], [9.403261, 9.922036, 11.317416, 12.644483, 21.286047]]
### 4
fourier: [[12.604515, 13.855793, 13.866471, 14.302791, 71.243447], [6.708856, 7.149639, 7.420310, 8.989503, 81.051319], [12.635798, 14.821435, 15.149310, 17.067450, 119.446372], [8.355633, 8.562820, 8.893336, 10.195005, 34.651094], [14.773831, 15.118831, 15.942514, 16.372896, 153.314365], [20.407411, 20.658550, 24.741483, 26.005228, 93.207297], [18.759346, 22.010477, 24.130903, 25.527889, 72.372797], [39.454609, 43.634048, 44.837208, 53.324667, 222.572571], [5.035365, 5.138639, 5.251365, 6.309424, 68.540074], [7.945246, 8.341851, 9.190524, 9.842353, 10.607980], [15.353079, 16.138692, 16.472658, 18.174460, 143.042884]]
### 6
fourier: [[19.872293, 22.043355, 22.626532, 27.048398, 110.138585], [18.969503, 21.271634, 21.412138, 26.458582, 78.146276], [30.671309, 33.510516, 33.914604, 39.731812, 152.190036], [8.391476, 8.395164, 9.784130, 10.582860, 47.470693], [6.694889, 7.024866, 7.221561, 7.250256, 34.309748], [15.046581, 15.876270, 16.066191, 20.181801, 77.241409], [24.348256, 26.226253, 26.510234, 32.575080, 105.683195], [6.960292, 7.002427, 7.158098, 9.634737, 31.014093], [14.209913, 14.217429, 15.852205, 16.733400, 111.542293], [12.948921, 13.673292, 15.073380, 15.510948, 113.623254], [9.993129, 11.443495, 11.551697, 14.646810, 23.438491]]
### 8
fourier: [[32.235901, 34.610500, 35.476643, 41.451470, 145.630001], [6.030235, 6.057418, 6.222120, 6.896387, 41.916315], [11.728217, 11.795865, 12.218923, 16.863974, 40.577586], [30.193615, 32.358396, 33.103494, 41.554892, 99.129110], [13.250965, 13.386637, 14.204284, 14.778040, 124.555827], [1.032613, 1.274857, 1.436528, 1.465580, 36.812300], [6.131141, 6.399011, 6.414074, 7.291088, 56.916864], [26.227522, 28.171974, 28.503526, 33.031064, 114.640627], [29.641368, 32.399116, 32.612782, 40.511797, 120.090533], [11.585852, 13.171457, 13.449150, 13.937771, 158.681936], [29.567309, 31.818842, 32.281893, 37.969985, 142.777141]]
### 10
fourier: [[7.314940, 7.579203, 7.822010, 9.663467, 20.928961], [31.988998, 34.502825, 35.556780, 40.752087, 165.876423], [10.859792, 11.542895, 12.191687, 12.219620, 104.715279], [16.945714, 17.059593, 18.445335, 19.785242, 109.136165], [22.994094, 24.052465, 25.113331, 27.993100, 135.073583], [4.468379, 4.473866, 4.781785, 5.808486, 44.792174], [7.304096, 7.333684, 7.507208, 9.645481, 10.713950], [7.656991, 7.681075, 7.788347, 10.839354, 51.487968], [3.678135, 3.793455, 3.877796, 4.433860, 27.597948], [34.399811, 38.441824, 38.849101, 46.130642, 129.933113], [33.273037, 36.257773, 37.214445, 42.726940, 186.749324]]
### 12
fourier: [[15.611169, 15.704427, 16.940100, 18.189696, 94.419950], [13.526549, 14.279843, 15.263322, 16.966688, 87.111371], [12.163804, 12.971144, 13.673674, 15.495146, 81.501407], [29.572252, 32.153888, 32.384631, 39.531315, 97.762387], [3.233039, 3.505588, 3.534622, 4.479262, 50.194443], [24.718612, 27.104638, 27.900254, 32.836970, 91.621867], [20.421386, 21.691217, 22.924905, 25.607828, 133.109196], [2.337732, 2.410946, 2.562677, 3.004263, 48.902963], [2.580564, 2.844244, 2.866794, 3.201410, 3.886162], [3.861382, 4.163534, 4.683080, 5.756896, 24.482315], [19.513621, 21.168008, 22.241051, 25.324841, 90.919104]]
### 14
fourier: [[8.261111, 8.687283, 9.512364, 10.622484, 53.674569], [7.931341, 8.514379, 8.859307, 9.584749, 10.939034], [4.203805, 4.326440, 4.624590, 5.386086, 15.922560], [11.281784, 11.722222, 13.436148, 14.171542, 42.884246], [2.254391, 2.330706, 2.589431, 2.690827, 31.102463], [14.256515, 14.597191, 16.062222, 18.015431, 74.438219], [4.939262, 5.205454, 5.342355, 6.524116, 18.258037], [5.220190, 5.352713, 5.982900, 6.525097, 22.520816], [6.173768, 6.388037, 7.303860, 7.679389, 29.228254], [16.607537, 16.721409, 18.827556, 20.657077, 56.081639], [10.377700, 10.834103, 11.932422, 13.236352, 67.131739]]
### 16
fourier: [[2.097068, 2.197469, 2.378703, 2.752239, 15.271511], [0.303960, 0.309092, 0.362896, 0.372193, 4.886924], [6.972379, 7.196183, 7.955032, 8.287302, 22.127859], [5.604573, 5.682100, 6.352852, 6.975190, 41.126223], [13.032184, 13.281958, 14.828297, 15.678917, 69.048877], [7.433264, 7.517083, 8.548816, 8.998867, 67.264050], [7.508492, 7.866396, 8.804740, 9.834580, 22.830965], [15.492398, 15.661403, 17.557354, 19.078086, 69.614685], [5.682426, 5.965436, 6.520739, 6.691645, 22.209759], [4.017175, 4.261094, 4.632984, 5.263496, 13.210745], [9.051204, 9.171800, 10.285778, 11.153591, 30.260565]]
### 18
fourier: [[8.417929, 9.098992, 9.314496, 10.444516, 10.860272]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
has_majority
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.361772, 20.819422, 21.946596, 22.618005, 23.809909], [17.994635, 18.292000, 18.876540, 23.931121, 46.536284], [27.793688, 28.341463, 31.116388, 33.991199, 217.970513], [19.070685, 19.728750, 19.944594, 23.652164, 36.160800], [24.712319, 25.405204, 29.811322, 31.491871, 83.772518], [13.786492, 13.967563, 14.488941, 15.034195, 28.130554], [13.548321, 13.592215, 14.950024, 15.652327, 83.178803], [25.075273, 25.564619, 25.813735, 25.859993, 216.995910], [17.184705, 17.297575, 17.408149, 23.908587, 25.120163], [16.226505, 16.811140, 17.301399, 24.825647, 38.421924], [22.127727, 23.489363, 23.960718, 27.049762, 202.395229]]
### 2
fourier: [[12.883967, 13.550346, 14.444959, 19.441190, 66.983033], [9.688188, 9.794083, 9.994322, 11.069123, 30.950414], [18.986835, 20.724908, 21.004206, 22.618054, 137.395434], [6.722967, 6.756686, 7.174985, 7.388470, 46.281845], [13.442753, 13.449540, 14.212114, 14.525090, 72.281604], [10.992237, 11.524887, 12.055300, 12.673830, 16.189245], [26.997873, 28.404228, 28.500633, 30.259547, 218.105506], [25.894303, 27.815990, 31.628270, 33.242476, 163.134304], [11.932954, 12.175801, 12.464534, 14.652301, 69.220066], [8.245386, 9.636484, 10.252177, 11.199160, 11.244934], [9.403261, 9.922036, 11.317416, 12.644483, 21.286047]]
### 4
fourier: [[12.604515, 13.855793, 13.866471, 14.302791, 71.243447], [6.708856, 7.149639, 7.420310, 8.989503, 81.051319], [12.635798, 14.821435, 15.149310, 17.067450, 119.446372], [8.355633, 8.562820, 8.893336, 10.195005, 34.651094], [14.773831, 15.118831, 15.942514, 16.372896, 153.314365], [20.407411, 20.658550, 24.741483, 26.005228, 93.207297], [18.759346, 22.010477, 24.130903, 25.527889, 72.372797], [39.454609, 43.634048, 44.837208, 53.324667, 222.572571], [5.035365, 5.138639, 5.251365, 6.309424, 68.540074], [7.945246, 8.341851, 9.190524, 9.842353, 10.607980], [15.353079, 16.138692, 16.472658, 18.174460, 143.042884]]
### 6
fourier: [[19.872293, 22.043355, 22.626532, 27.048398, 110.138585], [18.969503, 21.271634, 21.412138, 26.458582, 78.146276], [30.671309, 33.510516, 33.914604, 39.731812, 152.190036], [8.391476, 8.395164, 9.784130, 10.582860, 47.470693], [6.694889, 7.024866, 7.221561, 7.250256, 34.309748], [15.046581, 15.876270, 16.066191, 20.181801, 77.241409], [24.348256, 26.226253, 26.510234, 32.575080, 105.683195], [6.960292, 7.002427, 7.158098, 9.634737, 31.014093], [14.209913, 14.217429, 15.852205, 16.733400, 111.542293], [12.948921, 13.673292, 15.073380, 15.510948, 113.623254], [9.993129, 11.443495, 11.551697, 14.646810, 23.438491]]
### 8
fourier: [[32.235901, 34.610500, 35.476643, 41.451470, 145.630001], [6.030235, 6.057418, 6.222120, 6.896387, 41.916315], [11.728217, 11.795865, 12.218923, 16.863974, 40.577586], [30.193615, 32.358396, 33.103494, 41.554892, 99.129110], [13.250965, 13.386637, 14.204284, 14.778040, 124.555827], [1.032613, 1.274857, 1.436528, 1.465580, 36.812300], [6.131141, 6.399011, 6.414074, 7.291088, 56.916864], [26.227522, 28.171974, 28.503526, 33.031064, 114.640627], [29.641368, 32.399116, 32.612782, 40.511797, 120.090533], [11.585852, 13.171457, 13.449150, 13.937771, 158.681936], [29.567309, 31.818842, 32.281893, 37.969985, 142.777141]]
### 10
fourier: [[7.314940, 7.579203, 7.822010, 9.663467, 20.928961], [31.988998, 34.502825, 35.556780, 40.752087, 165.876423], [10.859792, 11.542895, 12.191687, 12.219620, 104.715279], [16.945714, 17.059593, 18.445335, 19.785242, 109.136165], [22.994094, 24.052465, 25.113331, 27.993100, 135.073583], [4.468379, 4.473866, 4.781785, 5.808486, 44.792174], [7.304096, 7.333684, 7.507208, 9.645481, 10.713950], [7.656991, 7.681075, 7.788347, 10.839354, 51.487968], [3.678135, 3.793455, 3.877796, 4.433860, 27.597948], [34.399811, 38.441824, 38.849101, 46.130642, 129.933113], [33.273037, 36.257773, 37.214445, 42.726940, 186.749324]]
### 12
fourier: [[15.611169, 15.704427, 16.940100, 18.189696, 94.419950], [13.526549, 14.279843, 15.263322, 16.966688, 87.111371], [12.163804, 12.971144, 13.673674, 15.495146, 81.501407], [29.572252, 32.153888, 32.384631, 39.531315, 97.762387], [3.233039, 3.505588, 3.534622, 4.479262, 50.194443], [24.718612, 27.104638, 27.900254, 32.836970, 91.621867], [20.421386, 21.691217, 22.924905, 25.607828, 133.109196], [2.337732, 2.410946, 2.562677, 3.004263, 48.902963], [2.580564, 2.844244, 2.866794, 3.201410, 3.886162], [3.861382, 4.163534, 4.683080, 5.756896, 24.482315], [19.513621, 21.168008, 22.241051, 25.324841, 90.919104]]
### 14
fourier: [[8.261111, 8.687283, 9.512364, 10.622484, 53.674569], [7.931341, 8.514379, 8.859307, 9.584749, 10.939034], [4.203805, 4.326440, 4.624590, 5.386086, 15.922560], [11.281784, 11.722222, 13.436148, 14.171542, 42.884246], [2.254391, 2.330706, 2.589431, 2.690827, 31.102463], [14.256515, 14.597191, 16.062222, 18.015431, 74.438219], [4.939262, 5.205454, 5.342355, 6.524116, 18.258037], [5.220190, 5.352713, 5.982900, 6.525097, 22.520816], [6.173768, 6.388037, 7.303860, 7.679389, 29.228254], [16.607537, 16.721409, 18.827556, 20.657077, 56.081639], [10.377700, 10.834103, 11.932422, 13.236352, 67.131739]]
### 16
fourier: [[2.097068, 2.197469, 2.378703, 2.752239, 15.271511], [0.303960, 0.309092, 0.362896, 0.372193, 4.886924], [6.972379, 7.196183, 7.955032, 8.287302, 22.127859], [5.604573, 5.682100, 6.352852, 6.975190, 41.126223], [13.032184, 13.281958, 14.828297, 15.678917, 69.048877], [7.433264, 7.517083, 8.548816, 8.998867, 67.264050], [7.508492, 7.866396, 8.804740, 9.834580, 22.830965], [15.492398, 15.661403, 17.557354, 19.078086, 69.614685], [5.682426, 5.965436, 6.520739, 6.691645, 22.209759], [4.017175, 4.261094, 4.632984, 5.263496, 13.210745], [9.051204, 9.171800, 10.285778, 11.153591, 30.260565]]
### 18
fourier: [[8.417929, 9.098992, 9.314496, 10.444516, 10.860272]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
has_majority
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7057181894779205, "train_acc": 0.445, "val_loss": 0.6958850026130676, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6893056333065033, "train_acc": 0.525, "val_loss": 0.6723766326904297, "val_acc": 0.6}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6878584623336792, "train_acc": 0.555, "val_loss": 0.6553532481193542, "val_acc": 0.6}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.7030212581157684, "train_acc": 0.475, "val_loss": 0.6857069134712219, "val_acc": 0.6}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.688473254442215, "train_acc": 0.595, "val_loss": 0.6999146938323975, "val_acc": 0.4}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6840780377388, "train_acc": 0.525, "val_loss": 0.6961448192596436, "val_acc": 0.44}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6606357991695404, "train_acc": 0.655, "val_loss": 0.617999792098999, "val_acc": 0.74}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.6453375816345215, "train_acc": 0.705, "val_loss": 0.5519381165504456, "val_acc": 0.74}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.603194385766983, "train_acc": 0.73, "val_loss": 0.6832954287528992, "val_acc": 0.52}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.6052471101284027, "train_acc": 0.71, "val_loss": 0.5342624187469482, "val_acc": 0.82}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.5476300716400146, "train_acc": 0.76, "val_loss": 0.46501898765563965, "val_acc": 0.82}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.5514882504940033, "train_acc": 0.745, "val_loss": 0.5706186890602112, "val_acc": 0.76}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.524404376745224, "train_acc": 0.805, "val_loss": 0.6019192337989807, "val_acc": 0.72}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["has_majority"], "degraded_stage": {"initial_val_loss": 0.6958850026130676, "final_val_loss": 0.6553532481193542, "initial_val_acc": 0.4, "final_val_acc": 0.6, "best_val_acc": 0.6}, "improved_stage": {"initial_val_loss": 0.6857069134712219, "final_val_loss": 0.6019192337989807, "initial_val_acc": 0.6, "final_val_acc": 0.72, "best_val_acc": 0.82, "best_epoch": 9}, "improvement": 0.21999999999999997, "first_improvement_epoch": 2}}
|
9,935
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.38, "improved_accuracy": 0.98, "improvement": 0.6, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2926, "learning_rate": 0.028244907626083407, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[20.753659, 21.780191, 22.247630, 22.753890, 25.413692], [10.675274, 11.654272, 11.723728, 12.625472, 76.298094], [11.452850, 11.699130, 12.693037, 17.118491, 46.245833], [13.722447, 15.253222, 17.156042, 17.364560, 19.117856], [22.060143, 23.115946, 24.050806, 24.349350, 45.383202], [17.507615, 18.098566, 18.273560, 21.539000, 113.042122], [16.755707, 17.364468, 19.071858, 19.295005, 21.052308], [24.123587, 27.027392, 33.209562, 34.301649, 134.784112], [28.612392, 31.886217, 34.156028, 37.353397, 242.939916], [18.912887, 20.062264, 21.955464, 22.683313, 144.047824], [27.255021, 28.179955, 30.789794, 32.378388, 114.835798], [20.045569, 20.080123, 22.677016, 23.569192, 105.965669], [17.441560, 18.371839, 21.434276, 22.138084, 154.757985]]
### 2
fourier: [[17.782675, 19.456158, 20.969291, 22.858002, 85.739569], [18.373435, 23.861912, 24.651771, 25.479774, 45.194880], [14.843873, 15.896380, 19.247760, 20.834047, 124.989467], [14.440235, 15.063421, 15.298217, 15.491919, 54.908854], [8.609205, 9.175929, 11.368609, 12.283157, 14.639492], [12.010322, 12.021431, 12.184587, 16.019389, 72.185014], [11.943189, 12.517503, 12.827387, 13.124457, 146.513500], [11.017555, 12.085433, 12.476953, 12.931935, 50.789189], [6.508050, 6.614257, 8.360420, 8.720016, 24.835332], [20.798991, 21.810751, 22.526506, 25.754774, 72.449289], [11.869613, 13.057971, 13.062771, 13.711846, 13.829570], [9.925757, 10.510617, 10.737267, 13.259871, 85.106387], [18.067319, 18.835229, 19.425741, 20.457916, 188.466241]]
### 4
fourier: [[9.554211, 9.627228, 9.914495, 10.269339, 11.230276], [16.199794, 17.251071, 17.364076, 18.456786, 124.044427], [25.234272, 28.783057, 29.108834, 34.044170, 221.184152], [19.676875, 19.694189, 20.442945, 21.531340, 72.193748], [25.211819, 26.397166, 27.477390, 28.862744, 96.503497], [26.714424, 27.488373, 29.584629, 32.100246, 138.983980], [19.673672, 20.560712, 21.011486, 21.188915, 74.655094], [19.152976, 19.335264, 19.569124, 21.131595, 78.403120], [24.245783, 27.751490, 28.432392, 31.043762, 129.259702], [37.200242, 40.992163, 41.258996, 49.402209, 229.617387], [9.467407, 9.727754, 11.160483, 11.442987, 103.249371], [12.210460, 12.279324, 13.677938, 15.570809, 29.591704], [18.581970, 20.900924, 21.685966, 22.606099, 65.983343]]
### 6
fourier: [[54.345575, 67.151103, 68.933082, 74.869466, 340.555381], [56.304012, 67.140011, 68.035831, 73.849941, 289.158920], [29.278818, 33.972187, 35.814004, 39.825712, 179.310678], [38.101132, 40.267255, 45.545339, 48.268483, 280.802077], [30.792023, 32.354600, 32.452315, 32.616940, 118.819657], [52.852332, 60.483126, 64.719065, 69.992154, 333.721847], [22.410039, 23.301735, 23.601482, 23.603419, 61.009470], [47.326194, 54.906121, 55.728878, 61.350400, 229.484607], [37.997325, 38.624581, 42.023105, 44.546876, 102.960239], [49.700992, 58.279502, 59.044599, 64.350540, 252.450578], [19.534214, 20.543729, 20.804969, 21.019188, 82.285344], [15.510300, 16.007772, 18.526744, 18.877143, 45.908661], [33.711968, 34.122194, 35.002586, 37.306289, 40.007906]]
### 8
fourier: [[59.827862, 66.388779, 70.583008, 72.912377, 206.873721], [18.853073, 23.771220, 23.820025, 23.850117, 185.189877], [24.474229, 24.670718, 25.022149, 25.108098, 29.562554], [64.996809, 65.166722, 73.853834, 76.463620, 97.969163], [91.038039, 104.322744, 109.663197, 115.897833, 416.444510], [74.493715, 87.288978, 88.815357, 96.083321, 372.789502], [106.783059, 125.852953, 126.768294, 137.361680, 575.407384], [35.791966, 37.346093, 40.883269, 42.783644, 262.466014], [90.890729, 104.001313, 107.886514, 114.177826, 401.911762], [105.855051, 125.454868, 126.958715, 137.221811, 564.172543], [69.199182, 79.667459, 82.724839, 88.464360, 300.812886], [46.856969, 54.955166, 55.548156, 59.590692, 257.140227], [81.430220, 91.255556, 97.248447, 103.040912, 549.588780]]
### 10
fourier: [[95.748676, 113.136982, 114.831869, 123.461521, 537.045322], [125.615096, 147.164743, 151.227601, 160.139428, 742.307127], [185.218530, 219.809658, 219.853302, 238.601255, 1049.422498], [145.415221, 171.104634, 174.606749, 186.973043, 835.438988], [51.423053, 60.075169, 60.089070, 63.411789, 242.474058], [51.777717, 56.124781, 61.464169, 62.214417, 140.130847], [13.447781, 14.165938, 15.547699, 15.836282, 83.722199], [46.045990, 47.130642, 51.754516, 51.801284, 85.681661], [82.309397, 97.217537, 98.707011, 105.947474, 475.543490], [190.370248, 223.441490, 224.728864, 241.285496, 981.272771], [26.401329, 28.330478, 30.143590, 31.951928, 142.132392], [50.744505, 57.307470, 58.824522, 60.439310, 429.457222], [36.407959, 42.998299, 43.961818, 47.502361, 169.744663]]
### 12
fourier: [[170.397523, 200.031490, 207.002258, 219.732762, 1039.204188], [138.263193, 162.817645, 165.582633, 177.727571, 837.551105], [155.550361, 183.222333, 188.445731, 201.139730, 955.977925], [156.435285, 184.757925, 187.647301, 201.745916, 934.113638], [128.172225, 151.074394, 154.910884, 165.677943, 770.228977], [65.264827, 76.988193, 78.077594, 83.729169, 394.466072], [117.286976, 137.887708, 142.197632, 151.852498, 744.746852], [90.512586, 105.341694, 109.099351, 117.626564, 441.444325], [60.519517, 60.654419, 60.922166, 63.780904, 64.057014], [146.139171, 171.225731, 173.716417, 187.488269, 705.887743], [114.817215, 124.695590, 136.597158, 143.245521, 406.677149], [51.937181, 52.653985, 59.077991, 59.340400, 388.983166], [221.952390, 249.158042, 265.498287, 275.261964, 1451.668936]]
### 14
fourier: [[37.821511, 43.673427, 46.161421, 48.279226, 257.384746], [38.349894, 44.376734, 46.413222, 50.019684, 208.196101], [297.730882, 353.209511, 354.979188, 383.977225, 1697.257498], [259.127256, 306.058670, 308.915906, 334.917053, 1403.401700], [165.447543, 196.046087, 197.038956, 213.829110, 871.625019], [108.060131, 125.652274, 129.827477, 139.642380, 525.299512], [148.304879, 174.622715, 179.702807, 191.241466, 889.788065], [202.878167, 240.816372, 241.367083, 261.891435, 1128.154377], [136.390421, 161.777767, 162.347923, 176.839227, 752.193968], [78.457229, 86.171770, 93.940518, 99.256450, 292.199150], [259.906607, 307.991845, 310.751658, 335.576462, 1517.020668], [207.549636, 245.977621, 246.917891, 267.851876, 1130.609688], [128.552731, 143.565263, 154.747681, 164.400515, 511.434893]]
### 16
fourier: [[87.457354, 103.264408, 104.294850, 112.630045, 452.415914], [239.094808, 282.932635, 284.899759, 307.523181, 1330.438863], [46.326919, 49.497818, 51.972965, 53.911385, 404.182510], [110.629526, 128.933093, 132.821235, 142.371042, 540.596501], [27.394120, 28.477259, 31.478947, 31.513924, 223.573342], [90.597208, 100.610331, 108.302372, 111.164330, 626.740139], [47.956999, 50.720591, 54.055843, 55.655661, 397.873672], [369.072884, 436.949316, 443.109451, 474.889063, 2180.427858], [172.508735, 203.246989, 205.902542, 222.086729, 913.949596], [373.475073, 440.051794, 453.524045, 480.785622, 2311.370866], [409.599556, 483.613507, 494.948220, 527.289407, 2502.950835], [244.739257, 288.558900, 292.062230, 315.566987, 1269.171590], [98.933048, 105.620419, 115.732490, 117.339712, 699.672138]]
### 18
fourier: [[92.856771, 110.400527, 110.448795, 119.358247, 520.597030], [127.026453, 148.787902, 152.010970, 163.354970, 657.269377], [80.643443, 85.470334, 93.892251, 94.703703, 571.205628], [241.213845, 286.510346, 287.347809, 310.894242, 1331.985491], [151.787070, 179.788082, 180.805764, 195.633287, 799.539496], [419.721177, 495.327128, 507.621142, 539.653072, 2571.949009], [324.360501, 384.296385, 388.623979, 417.748736, 1872.667789], [214.518637, 254.184620, 255.369599, 276.125346, 1165.319171], [378.934240, 447.455515, 457.961168, 487.125452, 2328.276084], [108.495254, 126.120609, 130.255219, 139.794225, 522.733336], [169.822264, 201.294291, 203.306394, 218.797148, 982.006917], [243.928424, 286.746946, 298.626988, 313.446773, 1548.241212], [255.873430, 303.558960, 305.479768, 328.947807, 1460.073235]]
### 20
fourier: [[421.928928, 497.445563, 511.312681, 542.347532, 2611.038609]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.753659, 21.780191, 22.247630, 22.753890, 25.413692], [10.675274, 11.654272, 11.723728, 12.625472, 76.298094], [11.452850, 11.699130, 12.693037, 17.118491, 46.245833], [13.722447, 15.253222, 17.156042, 17.364560, 19.117856], [22.060143, 23.115946, 24.050806, 24.349350, 45.383202], [17.507615, 18.098566, 18.273560, 21.539000, 113.042122], [16.755707, 17.364468, 19.071858, 19.295005, 21.052308], [24.123587, 27.027392, 33.209562, 34.301649, 134.784112], [28.612392, 31.886217, 34.156028, 37.353397, 242.939916], [18.912887, 20.062264, 21.955464, 22.683313, 144.047824], [27.255021, 28.179955, 30.789794, 32.378388, 114.835798], [20.045569, 20.080123, 22.677016, 23.569192, 105.965669], [17.441560, 18.371839, 21.434276, 22.138084, 154.757985]]
### 2
fourier: [[17.782675, 19.456158, 20.969291, 22.858002, 85.739569], [18.373435, 23.861912, 24.651771, 25.479774, 45.194880], [14.843873, 15.896380, 19.247760, 20.834047, 124.989467], [14.440235, 15.063421, 15.298217, 15.491919, 54.908854], [8.609205, 9.175929, 11.368609, 12.283157, 14.639492], [12.010322, 12.021431, 12.184587, 16.019389, 72.185014], [11.943189, 12.517503, 12.827387, 13.124457, 146.513500], [11.017555, 12.085433, 12.476953, 12.931935, 50.789189], [6.508050, 6.614257, 8.360420, 8.720016, 24.835332], [20.798991, 21.810751, 22.526506, 25.754774, 72.449289], [11.869613, 13.057971, 13.062771, 13.711846, 13.829570], [9.925757, 10.510617, 10.737267, 13.259871, 85.106387], [18.067319, 18.835229, 19.425741, 20.457916, 188.466241]]
### 4
fourier: [[9.554211, 9.627228, 9.914495, 10.269339, 11.230276], [16.199794, 17.251071, 17.364076, 18.456786, 124.044427], [25.234272, 28.783057, 29.108834, 34.044170, 221.184152], [19.676875, 19.694189, 20.442945, 21.531340, 72.193748], [25.211819, 26.397166, 27.477390, 28.862744, 96.503497], [26.714424, 27.488373, 29.584629, 32.100246, 138.983980], [19.673672, 20.560712, 21.011486, 21.188915, 74.655094], [19.152976, 19.335264, 19.569124, 21.131595, 78.403120], [24.245783, 27.751490, 28.432392, 31.043762, 129.259702], [37.200242, 40.992163, 41.258996, 49.402209, 229.617387], [9.467407, 9.727754, 11.160483, 11.442987, 103.249371], [12.210460, 12.279324, 13.677938, 15.570809, 29.591704], [18.581970, 20.900924, 21.685966, 22.606099, 65.983343]]
### 6
fourier: [[54.345575, 67.151103, 68.933082, 74.869466, 340.555381], [56.304012, 67.140011, 68.035831, 73.849941, 289.158920], [29.278818, 33.972187, 35.814004, 39.825712, 179.310678], [38.101132, 40.267255, 45.545339, 48.268483, 280.802077], [30.792023, 32.354600, 32.452315, 32.616940, 118.819657], [52.852332, 60.483126, 64.719065, 69.992154, 333.721847], [22.410039, 23.301735, 23.601482, 23.603419, 61.009470], [47.326194, 54.906121, 55.728878, 61.350400, 229.484607], [37.997325, 38.624581, 42.023105, 44.546876, 102.960239], [49.700992, 58.279502, 59.044599, 64.350540, 252.450578], [19.534214, 20.543729, 20.804969, 21.019188, 82.285344], [15.510300, 16.007772, 18.526744, 18.877143, 45.908661], [33.711968, 34.122194, 35.002586, 37.306289, 40.007906]]
### 8
fourier: [[59.827862, 66.388779, 70.583008, 72.912377, 206.873721], [18.853073, 23.771220, 23.820025, 23.850117, 185.189877], [24.474229, 24.670718, 25.022149, 25.108098, 29.562554], [64.996809, 65.166722, 73.853834, 76.463620, 97.969163], [91.038039, 104.322744, 109.663197, 115.897833, 416.444510], [74.493715, 87.288978, 88.815357, 96.083321, 372.789502], [106.783059, 125.852953, 126.768294, 137.361680, 575.407384], [35.791966, 37.346093, 40.883269, 42.783644, 262.466014], [90.890729, 104.001313, 107.886514, 114.177826, 401.911762], [105.855051, 125.454868, 126.958715, 137.221811, 564.172543], [69.199182, 79.667459, 82.724839, 88.464360, 300.812886], [46.856969, 54.955166, 55.548156, 59.590692, 257.140227], [81.430220, 91.255556, 97.248447, 103.040912, 549.588780]]
### 10
fourier: [[95.748676, 113.136982, 114.831869, 123.461521, 537.045322], [125.615096, 147.164743, 151.227601, 160.139428, 742.307127], [185.218530, 219.809658, 219.853302, 238.601255, 1049.422498], [145.415221, 171.104634, 174.606749, 186.973043, 835.438988], [51.423053, 60.075169, 60.089070, 63.411789, 242.474058], [51.777717, 56.124781, 61.464169, 62.214417, 140.130847], [13.447781, 14.165938, 15.547699, 15.836282, 83.722199], [46.045990, 47.130642, 51.754516, 51.801284, 85.681661], [82.309397, 97.217537, 98.707011, 105.947474, 475.543490], [190.370248, 223.441490, 224.728864, 241.285496, 981.272771], [26.401329, 28.330478, 30.143590, 31.951928, 142.132392], [50.744505, 57.307470, 58.824522, 60.439310, 429.457222], [36.407959, 42.998299, 43.961818, 47.502361, 169.744663]]
### 12
fourier: [[170.397523, 200.031490, 207.002258, 219.732762, 1039.204188], [138.263193, 162.817645, 165.582633, 177.727571, 837.551105], [155.550361, 183.222333, 188.445731, 201.139730, 955.977925], [156.435285, 184.757925, 187.647301, 201.745916, 934.113638], [128.172225, 151.074394, 154.910884, 165.677943, 770.228977], [65.264827, 76.988193, 78.077594, 83.729169, 394.466072], [117.286976, 137.887708, 142.197632, 151.852498, 744.746852], [90.512586, 105.341694, 109.099351, 117.626564, 441.444325], [60.519517, 60.654419, 60.922166, 63.780904, 64.057014], [146.139171, 171.225731, 173.716417, 187.488269, 705.887743], [114.817215, 124.695590, 136.597158, 143.245521, 406.677149], [51.937181, 52.653985, 59.077991, 59.340400, 388.983166], [221.952390, 249.158042, 265.498287, 275.261964, 1451.668936]]
### 14
fourier: [[37.821511, 43.673427, 46.161421, 48.279226, 257.384746], [38.349894, 44.376734, 46.413222, 50.019684, 208.196101], [297.730882, 353.209511, 354.979188, 383.977225, 1697.257498], [259.127256, 306.058670, 308.915906, 334.917053, 1403.401700], [165.447543, 196.046087, 197.038956, 213.829110, 871.625019], [108.060131, 125.652274, 129.827477, 139.642380, 525.299512], [148.304879, 174.622715, 179.702807, 191.241466, 889.788065], [202.878167, 240.816372, 241.367083, 261.891435, 1128.154377], [136.390421, 161.777767, 162.347923, 176.839227, 752.193968], [78.457229, 86.171770, 93.940518, 99.256450, 292.199150], [259.906607, 307.991845, 310.751658, 335.576462, 1517.020668], [207.549636, 245.977621, 246.917891, 267.851876, 1130.609688], [128.552731, 143.565263, 154.747681, 164.400515, 511.434893]]
### 16
fourier: [[87.457354, 103.264408, 104.294850, 112.630045, 452.415914], [239.094808, 282.932635, 284.899759, 307.523181, 1330.438863], [46.326919, 49.497818, 51.972965, 53.911385, 404.182510], [110.629526, 128.933093, 132.821235, 142.371042, 540.596501], [27.394120, 28.477259, 31.478947, 31.513924, 223.573342], [90.597208, 100.610331, 108.302372, 111.164330, 626.740139], [47.956999, 50.720591, 54.055843, 55.655661, 397.873672], [369.072884, 436.949316, 443.109451, 474.889063, 2180.427858], [172.508735, 203.246989, 205.902542, 222.086729, 913.949596], [373.475073, 440.051794, 453.524045, 480.785622, 2311.370866], [409.599556, 483.613507, 494.948220, 527.289407, 2502.950835], [244.739257, 288.558900, 292.062230, 315.566987, 1269.171590], [98.933048, 105.620419, 115.732490, 117.339712, 699.672138]]
### 18
fourier: [[92.856771, 110.400527, 110.448795, 119.358247, 520.597030], [127.026453, 148.787902, 152.010970, 163.354970, 657.269377], [80.643443, 85.470334, 93.892251, 94.703703, 571.205628], [241.213845, 286.510346, 287.347809, 310.894242, 1331.985491], [151.787070, 179.788082, 180.805764, 195.633287, 799.539496], [419.721177, 495.327128, 507.621142, 539.653072, 2571.949009], [324.360501, 384.296385, 388.623979, 417.748736, 1872.667789], [214.518637, 254.184620, 255.369599, 276.125346, 1165.319171], [378.934240, 447.455515, 457.961168, 487.125452, 2328.276084], [108.495254, 126.120609, 130.255219, 139.794225, 522.733336], [169.822264, 201.294291, 203.306394, 218.797148, 982.006917], [243.928424, 286.746946, 298.626988, 313.446773, 1548.241212], [255.873430, 303.558960, 305.479768, 328.947807, 1460.073235]]
### 20
fourier: [[421.928928, 497.445563, 511.312681, 542.347532, 2611.038609]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6724855899810791, "train_acc": 0.595, "val_loss": 0.7940846085548401, "val_acc": 0.38}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6754792630672455, "train_acc": 0.595, "val_loss": 0.7692983150482178, "val_acc": 0.38}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.672499418258667, "train_acc": 0.595, "val_loss": 0.7379474639892578, "val_acc": 0.38}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6149599850177765, "train_acc": 0.53, "val_loss": 0.5175063610076904, "val_acc": 0.38}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.40929049253463745, "train_acc": 0.625, "val_loss": 0.31401678919792175, "val_acc": 0.94}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.28390437364578247, "train_acc": 0.895, "val_loss": 3.2654123306274414, "val_acc": 0.9}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.8219747841358185, "train_acc": 0.92, "val_loss": 0.09384454041719437, "val_acc": 0.98}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.19938042759895325, "train_acc": 0.935, "val_loss": 0.1998806595802307, "val_acc": 0.92}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.3121984452009201, "train_acc": 0.85, "val_loss": 0.2828356921672821, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.34482714533805847, "train_acc": 0.82, "val_loss": 0.3222016394138336, "val_acc": 0.86}], "summary": {"total_epochs": 10, "degraded_epochs": 3, "improved_epochs": 7, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7940846085548401, "final_val_loss": 0.7379474639892578, "initial_val_acc": 0.38, "final_val_acc": 0.38, "best_val_acc": 0.38}, "improved_stage": {"initial_val_loss": 0.5175063610076904, "final_val_loss": 0.3222016394138336, "initial_val_acc": 0.38, "final_val_acc": 0.86, "best_val_acc": 0.98, "best_epoch": 6}, "improvement": 0.6, "first_improvement_epoch": 2}}
|
9,936
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.5, "improved_accuracy": 0.72, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6350, "learning_rate": 0.06985158624857933, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[46.626011, 48.781851, 49.202020, 60.822965, 353.960124], [40.326110, 41.139252, 44.470787, 45.208073, 309.556063], [23.204410, 24.162647, 25.334832, 26.325176, 37.810260], [11.101581, 11.677275, 11.994497, 12.219253, 17.975884], [26.124011, 26.361369, 27.054940, 27.803905, 70.285741], [24.180131, 24.315982, 29.081644, 30.873241, 241.532534], [29.702410, 31.079648, 32.742545, 34.749455, 263.449380], [38.903774, 45.528222, 47.297962, 49.488179, 373.887227], [15.326393, 15.356986, 19.429139, 20.778546, 140.318657], [23.728257, 25.687800, 26.231824, 26.823337, 27.720461], [20.060938, 22.473618, 23.957734, 24.276844, 211.352145], [18.230232, 19.709013, 19.814748, 20.847299, 68.581051], [20.916358, 23.121160, 23.491014, 27.804483, 63.801807]]
### 2
fourier: [[18.132920, 19.913064, 20.449499, 22.501339, 23.729866], [8.207150, 8.271122, 8.503596, 9.559833, 9.978921], [12.997739, 13.844617, 14.529711, 15.154605, 24.779697], [16.738998, 17.264143, 17.304005, 20.090351, 84.137949], [12.762375, 12.811166, 13.716737, 14.651808, 116.885072], [7.400868, 7.403682, 7.705648, 8.474966, 42.510721], [7.107140, 7.704907, 7.743292, 9.125174, 23.971644], [11.320574, 11.638922, 14.889048, 15.248170, 123.711211], [14.849805, 17.430349, 19.872942, 19.998192, 71.279663], [10.032928, 11.034631, 12.048329, 14.898672, 15.117033], [12.944977, 12.954473, 13.366575, 16.103685, 115.211300], [13.833586, 14.199549, 15.747819, 16.714028, 60.436997], [11.336833, 11.346621, 12.397384, 16.202801, 26.021429]]
### 4
fourier: [[8.677682, 8.745593, 9.028334, 9.841634, 51.049829], [9.760494, 10.005266, 10.464926, 10.504348, 13.507463], [10.930414, 11.646295, 12.625120, 13.070108, 63.018846], [9.171000, 9.630389, 10.047532, 10.899755, 74.256864], [11.300255, 11.787656, 13.046414, 16.367705, 90.940064], [2.523852, 2.568771, 2.852171, 3.179193, 16.222858], [25.795792, 28.839752, 29.103599, 30.177364, 81.295103], [4.023642, 4.289825, 4.400632, 4.570348, 16.677269], [6.143600, 6.302646, 6.730133, 8.665373, 20.037384], [13.238791, 14.154662, 14.687437, 14.873238, 61.904846], [10.679435, 10.886296, 11.174016, 13.809184, 97.461959], [10.982061, 11.783114, 12.296010, 13.554784, 142.284515], [9.690529, 9.859138, 10.674732, 14.626151, 64.584434]]
### 6
fourier: [[17.567798, 18.168850, 20.447450, 21.206086, 21.391232], [11.470792, 14.397046, 14.607771, 15.270572, 44.157185], [2.555900, 2.979445, 3.237807, 3.351523, 34.755336], [9.759686, 12.366073, 12.405549, 13.330534, 41.222637], [2.672489, 3.073717, 3.372876, 3.397999, 16.535517], [10.493800, 10.541452, 11.424829, 15.144635, 75.510630], [17.352883, 21.154015, 22.006034, 22.149790, 61.131626], [13.668010, 15.427317, 18.189721, 18.544519, 19.790153], [6.616598, 8.486949, 8.657364, 9.213909, 10.816075], [10.097430, 10.436815, 10.489580, 13.371218, 122.769822], [9.907778, 13.395501, 13.491061, 14.597074, 37.374439], [3.889735, 4.373244, 4.930151, 5.024683, 6.148913], [7.777279, 7.898251, 9.240995, 9.504623, 120.398573]]
### 8
fourier: [[14.813913, 16.107150, 16.381127, 17.551739, 77.318782], [10.810862, 12.717369, 12.770895, 14.027176, 80.663045], [4.929316, 5.545063, 5.576887, 6.051434, 29.883551], [15.364888, 17.187816, 17.862260, 19.781920, 149.543208], [16.251834, 16.841853, 17.150109, 17.841848, 26.011877], [4.365602, 5.450882, 5.663212, 5.727129, 67.616636], [1.736742, 1.746313, 1.894363, 2.143864, 37.627837], [18.479466, 18.655031, 19.043601, 20.303295, 87.346770], [11.884777, 12.095802, 13.049151, 13.078420, 44.692870], [4.618703, 6.582487, 6.609271, 6.877738, 16.227253], [5.928142, 7.273270, 7.332141, 7.352611, 40.507469], [9.542776, 10.106877, 13.807594, 14.000729, 14.291589], [12.512975, 14.555744, 14.939894, 15.048895, 55.714038]]
### 10
fourier: [[15.879276, 19.106554, 19.281012, 20.928391, 49.476631], [7.933870, 10.012379, 10.046169, 10.933718, 39.620408], [0.538747, 0.601443, 0.681976, 0.687311, 35.176150], [7.668798, 10.160877, 10.505135, 11.029894, 16.531703], [4.933780, 5.653571, 5.739573, 5.741960, 6.284547], [15.136334, 17.234894, 17.391541, 19.177311, 36.626037], [5.494456, 6.842511, 7.826056, 8.046571, 8.378601], [9.611215, 10.586007, 10.671384, 11.416253, 30.430332], [2.818404, 3.322312, 3.432954, 3.465993, 5.530112], [5.285025, 6.594549, 6.948356, 7.047401, 34.737010], [5.444822, 5.701483, 5.740937, 7.419092, 93.823810], [8.718888, 11.628437, 12.059343, 12.441350, 32.740792], [5.480471, 6.186405, 6.454532, 6.714313, 71.222543]]
### 12
fourier: [[1.764510, 1.852748, 1.853517, 2.420233, 29.405985], [5.443448, 6.132731, 6.313109, 6.809899, 26.584566], [1.966726, 1.968997, 2.131426, 2.433786, 15.119177], [9.717679, 12.457041, 12.525749, 13.302081, 42.007847], [2.034756, 2.326698, 2.365594, 2.646234, 29.106441], [3.317246, 4.608125, 4.721053, 4.965775, 39.756984], [7.172092, 10.031658, 10.237336, 10.865377, 34.873176], [3.829120, 4.163890, 4.206295, 4.209140, 4.396467], [6.376096, 7.884229, 7.922164, 8.437186, 20.626160], [2.569569, 2.817041, 2.884441, 2.973400, 3.508790], [1.855415, 2.399243, 2.544502, 2.651211, 17.183035], [5.316438, 5.579145, 5.886946, 5.933879, 10.789948], [6.379379, 8.786407, 8.960878, 9.388814, 29.561160]]
### 14
fourier: [[3.589312, 5.013206, 5.137059, 5.409688, 22.147946], [4.488419, 6.269328, 6.465723, 6.822065, 36.976409], [1.856682, 1.895066, 1.979010, 2.188860, 14.024553], [7.758375, 9.580532, 9.606472, 10.480407, 19.378721], [4.429674, 5.341051, 5.351789, 5.788180, 14.775469], [3.499406, 4.523507, 4.619386, 4.844788, 19.223841], [5.591370, 6.065713, 6.281492, 6.358313, 37.663924], [4.170901, 5.262828, 5.288468, 5.794489, 35.241401], [4.507418, 4.511084, 6.119000, 6.315237, 6.660352], [1.996531, 2.089648, 2.876337, 2.943264, 3.148124], [4.250604, 5.488128, 5.539398, 5.970984, 26.459750], [5.494860, 7.627233, 7.810706, 8.293163, 10.556305], [5.365695, 7.271222, 7.447739, 7.894989, 22.498318]]
### 16
fourier: [[0.455668, 0.507124, 0.512494, 0.674532, 4.270568], [2.630920, 3.314158, 3.365260, 3.629259, 43.428126], [5.900510, 6.021637, 8.009801, 8.183908, 8.613796], [6.067846, 8.107332, 8.291128, 8.723986, 13.920747], [2.988895, 3.041441, 4.264497, 4.329742, 4.589873], [0.341410, 0.341653, 0.351310, 0.395561, 5.645574], [3.696337, 4.170222, 4.266556, 4.291695, 12.100878], [3.169836, 4.239728, 4.375627, 4.573031, 39.066635], [2.464566, 2.810438, 2.880420, 2.880493, 8.223066], [4.254615, 4.258786, 5.476215, 5.586018, 5.866137], [3.852333, 4.290400, 5.344409, 5.395256, 5.829207], [0.584156, 0.607838, 0.655355, 0.866444, 4.183070], [0.398734, 0.433969, 0.451206, 0.585183, 8.459971]]
### 18
fourier: [[4.002406, 4.035656, 5.494393, 5.588230, 5.957786], [2.266749, 2.518310, 2.531566, 2.560024, 14.271900], [2.232178, 2.710712, 2.732713, 2.932792, 13.710093], [3.260207, 3.327829, 4.640148, 4.671355, 5.051324], [2.624527, 3.104712, 3.152587, 3.463170, 3.658873], [3.477020, 4.914355, 4.972038, 5.351766, 8.605337], [1.208071, 1.391855, 1.428526, 1.572697, 16.818130], [0.944044, 1.104726, 1.160343, 1.241436, 19.198384], [2.486949, 2.966137, 2.992312, 3.124523, 10.700957], [3.106515, 4.108091, 4.150711, 4.503177, 21.387943], [0.504877, 0.623706, 0.650345, 0.686767, 12.816476], [4.641257, 6.131528, 6.263763, 6.611694, 13.765898], [4.814385, 4.883378, 6.584398, 6.700349, 7.116123]]
### 20
fourier: [[2.241055, 2.895653, 2.928110, 3.135689, 15.236227]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[46.626011, 48.781851, 49.202020, 60.822965, 353.960124], [40.326110, 41.139252, 44.470787, 45.208073, 309.556063], [23.204410, 24.162647, 25.334832, 26.325176, 37.810260], [11.101581, 11.677275, 11.994497, 12.219253, 17.975884], [26.124011, 26.361369, 27.054940, 27.803905, 70.285741], [24.180131, 24.315982, 29.081644, 30.873241, 241.532534], [29.702410, 31.079648, 32.742545, 34.749455, 263.449380], [38.903774, 45.528222, 47.297962, 49.488179, 373.887227], [15.326393, 15.356986, 19.429139, 20.778546, 140.318657], [23.728257, 25.687800, 26.231824, 26.823337, 27.720461], [20.060938, 22.473618, 23.957734, 24.276844, 211.352145], [18.230232, 19.709013, 19.814748, 20.847299, 68.581051], [20.916358, 23.121160, 23.491014, 27.804483, 63.801807]]
### 2
fourier: [[18.132920, 19.913064, 20.449499, 22.501339, 23.729866], [8.207150, 8.271122, 8.503596, 9.559833, 9.978921], [12.997739, 13.844617, 14.529711, 15.154605, 24.779697], [16.738998, 17.264143, 17.304005, 20.090351, 84.137949], [12.762375, 12.811166, 13.716737, 14.651808, 116.885072], [7.400868, 7.403682, 7.705648, 8.474966, 42.510721], [7.107140, 7.704907, 7.743292, 9.125174, 23.971644], [11.320574, 11.638922, 14.889048, 15.248170, 123.711211], [14.849805, 17.430349, 19.872942, 19.998192, 71.279663], [10.032928, 11.034631, 12.048329, 14.898672, 15.117033], [12.944977, 12.954473, 13.366575, 16.103685, 115.211300], [13.833586, 14.199549, 15.747819, 16.714028, 60.436997], [11.336833, 11.346621, 12.397384, 16.202801, 26.021429]]
### 4
fourier: [[8.677682, 8.745593, 9.028334, 9.841634, 51.049829], [9.760494, 10.005266, 10.464926, 10.504348, 13.507463], [10.930414, 11.646295, 12.625120, 13.070108, 63.018846], [9.171000, 9.630389, 10.047532, 10.899755, 74.256864], [11.300255, 11.787656, 13.046414, 16.367705, 90.940064], [2.523852, 2.568771, 2.852171, 3.179193, 16.222858], [25.795792, 28.839752, 29.103599, 30.177364, 81.295103], [4.023642, 4.289825, 4.400632, 4.570348, 16.677269], [6.143600, 6.302646, 6.730133, 8.665373, 20.037384], [13.238791, 14.154662, 14.687437, 14.873238, 61.904846], [10.679435, 10.886296, 11.174016, 13.809184, 97.461959], [10.982061, 11.783114, 12.296010, 13.554784, 142.284515], [9.690529, 9.859138, 10.674732, 14.626151, 64.584434]]
### 6
fourier: [[17.567798, 18.168850, 20.447450, 21.206086, 21.391232], [11.470792, 14.397046, 14.607771, 15.270572, 44.157185], [2.555900, 2.979445, 3.237807, 3.351523, 34.755336], [9.759686, 12.366073, 12.405549, 13.330534, 41.222637], [2.672489, 3.073717, 3.372876, 3.397999, 16.535517], [10.493800, 10.541452, 11.424829, 15.144635, 75.510630], [17.352883, 21.154015, 22.006034, 22.149790, 61.131626], [13.668010, 15.427317, 18.189721, 18.544519, 19.790153], [6.616598, 8.486949, 8.657364, 9.213909, 10.816075], [10.097430, 10.436815, 10.489580, 13.371218, 122.769822], [9.907778, 13.395501, 13.491061, 14.597074, 37.374439], [3.889735, 4.373244, 4.930151, 5.024683, 6.148913], [7.777279, 7.898251, 9.240995, 9.504623, 120.398573]]
### 8
fourier: [[14.813913, 16.107150, 16.381127, 17.551739, 77.318782], [10.810862, 12.717369, 12.770895, 14.027176, 80.663045], [4.929316, 5.545063, 5.576887, 6.051434, 29.883551], [15.364888, 17.187816, 17.862260, 19.781920, 149.543208], [16.251834, 16.841853, 17.150109, 17.841848, 26.011877], [4.365602, 5.450882, 5.663212, 5.727129, 67.616636], [1.736742, 1.746313, 1.894363, 2.143864, 37.627837], [18.479466, 18.655031, 19.043601, 20.303295, 87.346770], [11.884777, 12.095802, 13.049151, 13.078420, 44.692870], [4.618703, 6.582487, 6.609271, 6.877738, 16.227253], [5.928142, 7.273270, 7.332141, 7.352611, 40.507469], [9.542776, 10.106877, 13.807594, 14.000729, 14.291589], [12.512975, 14.555744, 14.939894, 15.048895, 55.714038]]
### 10
fourier: [[15.879276, 19.106554, 19.281012, 20.928391, 49.476631], [7.933870, 10.012379, 10.046169, 10.933718, 39.620408], [0.538747, 0.601443, 0.681976, 0.687311, 35.176150], [7.668798, 10.160877, 10.505135, 11.029894, 16.531703], [4.933780, 5.653571, 5.739573, 5.741960, 6.284547], [15.136334, 17.234894, 17.391541, 19.177311, 36.626037], [5.494456, 6.842511, 7.826056, 8.046571, 8.378601], [9.611215, 10.586007, 10.671384, 11.416253, 30.430332], [2.818404, 3.322312, 3.432954, 3.465993, 5.530112], [5.285025, 6.594549, 6.948356, 7.047401, 34.737010], [5.444822, 5.701483, 5.740937, 7.419092, 93.823810], [8.718888, 11.628437, 12.059343, 12.441350, 32.740792], [5.480471, 6.186405, 6.454532, 6.714313, 71.222543]]
### 12
fourier: [[1.764510, 1.852748, 1.853517, 2.420233, 29.405985], [5.443448, 6.132731, 6.313109, 6.809899, 26.584566], [1.966726, 1.968997, 2.131426, 2.433786, 15.119177], [9.717679, 12.457041, 12.525749, 13.302081, 42.007847], [2.034756, 2.326698, 2.365594, 2.646234, 29.106441], [3.317246, 4.608125, 4.721053, 4.965775, 39.756984], [7.172092, 10.031658, 10.237336, 10.865377, 34.873176], [3.829120, 4.163890, 4.206295, 4.209140, 4.396467], [6.376096, 7.884229, 7.922164, 8.437186, 20.626160], [2.569569, 2.817041, 2.884441, 2.973400, 3.508790], [1.855415, 2.399243, 2.544502, 2.651211, 17.183035], [5.316438, 5.579145, 5.886946, 5.933879, 10.789948], [6.379379, 8.786407, 8.960878, 9.388814, 29.561160]]
### 14
fourier: [[3.589312, 5.013206, 5.137059, 5.409688, 22.147946], [4.488419, 6.269328, 6.465723, 6.822065, 36.976409], [1.856682, 1.895066, 1.979010, 2.188860, 14.024553], [7.758375, 9.580532, 9.606472, 10.480407, 19.378721], [4.429674, 5.341051, 5.351789, 5.788180, 14.775469], [3.499406, 4.523507, 4.619386, 4.844788, 19.223841], [5.591370, 6.065713, 6.281492, 6.358313, 37.663924], [4.170901, 5.262828, 5.288468, 5.794489, 35.241401], [4.507418, 4.511084, 6.119000, 6.315237, 6.660352], [1.996531, 2.089648, 2.876337, 2.943264, 3.148124], [4.250604, 5.488128, 5.539398, 5.970984, 26.459750], [5.494860, 7.627233, 7.810706, 8.293163, 10.556305], [5.365695, 7.271222, 7.447739, 7.894989, 22.498318]]
### 16
fourier: [[0.455668, 0.507124, 0.512494, 0.674532, 4.270568], [2.630920, 3.314158, 3.365260, 3.629259, 43.428126], [5.900510, 6.021637, 8.009801, 8.183908, 8.613796], [6.067846, 8.107332, 8.291128, 8.723986, 13.920747], [2.988895, 3.041441, 4.264497, 4.329742, 4.589873], [0.341410, 0.341653, 0.351310, 0.395561, 5.645574], [3.696337, 4.170222, 4.266556, 4.291695, 12.100878], [3.169836, 4.239728, 4.375627, 4.573031, 39.066635], [2.464566, 2.810438, 2.880420, 2.880493, 8.223066], [4.254615, 4.258786, 5.476215, 5.586018, 5.866137], [3.852333, 4.290400, 5.344409, 5.395256, 5.829207], [0.584156, 0.607838, 0.655355, 0.866444, 4.183070], [0.398734, 0.433969, 0.451206, 0.585183, 8.459971]]
### 18
fourier: [[4.002406, 4.035656, 5.494393, 5.588230, 5.957786], [2.266749, 2.518310, 2.531566, 2.560024, 14.271900], [2.232178, 2.710712, 2.732713, 2.932792, 13.710093], [3.260207, 3.327829, 4.640148, 4.671355, 5.051324], [2.624527, 3.104712, 3.152587, 3.463170, 3.658873], [3.477020, 4.914355, 4.972038, 5.351766, 8.605337], [1.208071, 1.391855, 1.428526, 1.572697, 16.818130], [0.944044, 1.104726, 1.160343, 1.241436, 19.198384], [2.486949, 2.966137, 2.992312, 3.124523, 10.700957], [3.106515, 4.108091, 4.150711, 4.503177, 21.387943], [0.504877, 0.623706, 0.650345, 0.686767, 12.816476], [4.641257, 6.131528, 6.263763, 6.611694, 13.765898], [4.814385, 4.883378, 6.584398, 6.700349, 7.116123]]
### 20
fourier: [[2.241055, 2.895653, 2.928110, 3.135689, 15.236227]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6968546509742737, "train_acc": 0.575, "val_loss": 0.7108099460601807, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6805675029754639, "train_acc": 0.575, "val_loss": 0.7018934488296509, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6805265843868256, "train_acc": 0.575, "val_loss": 0.7045751810073853, "val_acc": 0.5}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6784164309501648, "train_acc": 0.575, "val_loss": 0.6612868309020996, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.952163428068161, "train_acc": 0.6, "val_loss": 2.117673397064209, "val_acc": 0.5}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 1.626006692647934, "train_acc": 0.54, "val_loss": 0.6582862734794617, "val_acc": 0.72}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.6579574048519135, "train_acc": 0.71, "val_loss": 0.6900648474693298, "val_acc": 0.56}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.6784478724002838, "train_acc": 0.59, "val_loss": 0.6808441281318665, "val_acc": 0.5}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.6543590724468231, "train_acc": 0.53, "val_loss": 0.6649106740951538, "val_acc": 0.58}], "summary": {"total_epochs": 9, "degraded_epochs": 4, "improved_epochs": 5, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.7108099460601807, "final_val_loss": 0.6612868309020996, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 2.117673397064209, "final_val_loss": 0.6649106740951538, "initial_val_acc": 0.5, "final_val_acc": 0.58, "best_val_acc": 0.72, "best_epoch": 5}, "improvement": 0.21999999999999997, "first_improvement_epoch": 3}}
|
9,937
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.54, "improved_accuracy": 0.8, "improvement": 0.26, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9843, "learning_rate": 0.03676047988858468, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.435168, 19.029586, 19.430905, 24.513603, 68.415665], [18.708583, 19.072564, 19.538565, 20.412962, 48.103516], [26.442327, 28.186202, 29.534527, 38.036223, 71.792034], [11.579444, 12.625240, 12.916422, 13.503890, 22.072757], [20.114375, 22.123508, 23.372444, 26.436831, 175.324966], [16.778198, 17.150900, 18.948863, 18.974140, 19.593849], [14.751791, 14.918159, 16.595728, 17.275701, 60.304510], [16.075437, 17.456893, 18.049637, 24.155060, 25.597093], [22.500578, 22.806704, 24.600717, 27.208174, 54.443109], [16.978547, 20.635159, 21.597705, 22.294399, 29.993499], [12.073195, 13.230180, 13.540299, 16.813194, 50.791966], [12.912696, 13.398790, 13.483977, 14.985265, 25.529721], [15.188589, 17.813190, 20.139940, 21.720404, 71.041667], [16.145359, 16.994041, 19.329045, 20.779646, 75.939769], [27.768984, 29.579479, 31.903694, 32.378531, 194.198989]]
### 2
fourier: [[7.980233, 8.330270, 8.524634, 9.637549, 73.221260], [10.496501, 11.700528, 12.698988, 13.290449, 14.295689], [12.081489, 12.645613, 12.903747, 13.317895, 33.291750], [22.717870, 23.726320, 24.402009, 32.001350, 96.649453], [17.941918, 19.306247, 22.896806, 23.085226, 27.484259], [11.566747, 12.249021, 13.006800, 13.712612, 15.359048], [19.599502, 20.239863, 23.047540, 26.557199, 74.924532], [8.423077, 9.088150, 9.166727, 10.998119, 42.300595], [15.250836, 15.596663, 15.999542, 18.703489, 122.760499], [13.033076, 15.742145, 16.028573, 16.585647, 115.285948], [2.963751, 3.361534, 3.433755, 4.083294, 9.067775], [18.022798, 21.107278, 22.595786, 28.338169, 98.425855], [2.980449, 3.214319, 3.455550, 3.473802, 12.604060], [10.953307, 11.083661, 11.190603, 11.247259, 73.298333], [17.559613, 18.853657, 22.532531, 24.069168, 27.016184]]
### 4
fourier: [[13.147968, 14.283164, 15.140271, 17.209725, 17.488644], [5.335359, 5.613435, 5.731821, 6.939614, 63.914914], [18.588139, 19.368911, 23.058196, 24.169533, 70.539284], [4.160154, 4.278205, 4.413585, 4.855556, 14.043397], [11.530280, 12.760107, 17.561878, 17.603415, 17.951135], [18.701422, 19.217641, 21.086278, 21.817502, 89.487447], [7.466914, 7.783173, 8.975696, 10.751134, 56.375360], [11.232205, 11.994814, 12.896051, 14.445148, 65.038674], [8.650062, 8.923127, 10.627511, 11.976321, 13.460360], [22.626323, 23.458053, 23.489178, 28.396063, 86.923174], [3.332645, 3.532311, 3.566694, 3.599028, 10.865135], [7.474116, 7.500324, 8.073287, 8.982325, 9.293736], [9.479082, 11.173788, 11.877087, 12.071998, 64.400503], [8.688216, 9.148140, 9.766528, 11.975332, 39.697614], [12.721916, 13.364533, 13.475697, 17.662272, 21.168897]]
### 6
fourier: [[8.788949, 10.848908, 12.446159, 12.845359, 62.352337], [3.420503, 3.899422, 4.334892, 4.608405, 22.074612], [16.233624, 18.766028, 21.775834, 24.016493, 66.878531], [14.163553, 14.200197, 17.957843, 20.767437, 68.312379], [2.934025, 3.699332, 4.040542, 4.093593, 15.254371], [9.405911, 10.535986, 11.073100, 13.127334, 84.802976], [15.195595, 17.828019, 20.257857, 22.822950, 33.779217], [14.607210, 14.882568, 17.259313, 20.774728, 23.067131], [18.352865, 19.013260, 22.266096, 24.343168, 88.499757], [8.821742, 9.894817, 10.092444, 12.289565, 83.691910], [11.526420, 11.723130, 14.022414, 16.526806, 56.569764], [2.978603, 2.982776, 3.365030, 4.417922, 34.698357], [12.223047, 14.066114, 15.966634, 18.903731, 67.125088], [18.343308, 21.741350, 24.515237, 26.344589, 55.117084], [16.885751, 17.974583, 21.770239, 25.226318, 88.182897]]
### 8
fourier: [[3.007335, 4.009378, 4.212787, 4.448732, 7.110505], [23.931512, 27.737969, 32.448281, 35.698881, 135.008592], [19.083804, 22.169148, 26.049714, 28.439728, 106.106775], [11.411448, 13.790482, 16.181482, 16.827628, 45.285036], [4.848546, 6.308121, 6.716091, 7.534983, 48.681943], [14.552613, 15.604421, 18.451990, 20.703614, 77.821981], [15.190569, 18.120872, 21.094375, 21.516940, 66.317740], [14.915949, 17.926213, 20.505079, 21.985299, 43.286124], [10.858123, 11.697846, 14.146365, 16.841113, 69.385749], [11.506143, 14.055130, 16.231180, 17.103599, 50.917549], [11.404369, 13.810811, 14.839848, 16.651094, 26.178673], [9.779854, 11.344847, 13.165966, 13.661061, 51.827473], [11.630850, 14.948054, 16.757080, 17.511245, 17.723998], [8.669916, 11.677906, 12.900245, 13.103585, 37.043075], [12.692472, 15.770823, 18.264552, 19.454768, 78.581334]]
### 10
fourier: [[4.079208, 4.850054, 5.407458, 5.799276, 32.491639], [13.079272, 14.780622, 17.464916, 19.000954, 75.847570], [18.789917, 23.241194, 27.109888, 27.529992, 89.997480], [12.093141, 14.374394, 17.130673, 17.805765, 76.020444], [21.213210, 25.232224, 30.012623, 31.360395, 129.492412], [18.923067, 22.446042, 26.366264, 26.717887, 128.821239], [23.333119, 28.039665, 33.045809, 33.782287, 116.835035], [22.315962, 24.848536, 29.920853, 32.138078, 127.173679], [29.623337, 33.448461, 40.072033, 42.987090, 153.205906], [17.413380, 18.941959, 22.947377, 24.774902, 108.885281], [9.043000, 10.931988, 12.416092, 12.950081, 49.372133], [24.300378, 26.367869, 31.584319, 34.398692, 96.790279], [17.740650, 19.286809, 23.554814, 25.670685, 93.205602], [15.323323, 18.449102, 21.858036, 22.017053, 94.828473], [14.214506, 16.347582, 19.602289, 20.462287, 80.513393]]
### 12
fourier: [[20.028816, 24.069729, 28.588192, 29.278718, 117.878868], [31.006108, 37.098655, 43.958575, 45.974311, 187.946063], [23.232620, 26.625498, 31.856972, 33.805704, 117.060005], [21.754945, 21.970937, 27.555088, 29.363563, 112.028038], [19.610255, 22.194085, 27.267252, 28.058211, 89.117361], [14.651539, 16.461012, 20.291195, 21.069948, 74.322355], [17.593959, 21.777262, 24.948339, 26.783112, 97.644464], [19.748205, 23.529870, 27.934152, 28.928018, 137.330389], [15.903025, 20.148449, 22.607023, 23.871554, 91.321315], [9.005057, 11.027092, 12.586083, 12.816313, 58.832968], [22.619839, 27.717332, 32.104641, 33.621478, 118.587888], [20.946840, 25.971295, 29.816242, 30.786408, 139.487868], [17.639802, 20.812417, 24.856073, 25.921784, 110.535830], [8.942993, 12.259176, 12.875509, 13.208117, 64.993207], [13.649542, 16.516762, 19.346572, 19.566471, 101.602714]]
### 14
fourier: [[27.228384, 29.583842, 36.743362, 37.996886, 151.090939], [18.038981, 19.937169, 24.603338, 25.446040, 96.981778], [9.144255, 12.103488, 13.072510, 13.338010, 61.353623], [4.719504, 6.140204, 6.712753, 6.944820, 26.929144], [17.678014, 21.752382, 25.567041, 25.664616, 105.344266], [4.719544, 5.734271, 6.348854, 6.919948, 8.983500], [19.803128, 21.956393, 27.362572, 27.875234, 115.639166], [39.514668, 45.690046, 55.615367, 57.163957, 236.449966], [29.580230, 35.360392, 42.401264, 43.529437, 179.405931], [24.464105, 28.850567, 34.993373, 35.809609, 150.192735], [20.590733, 22.413078, 28.268236, 28.672250, 114.501847], [22.956766, 26.642887, 32.296824, 33.287607, 141.330441], [8.629762, 8.818772, 11.434486, 11.585217, 43.874907], [12.535343, 15.454478, 17.969852, 18.136883, 92.528970], [3.182570, 4.193256, 4.471417, 4.896153, 15.588574]]
### 16
fourier: [[8.220567, 9.944089, 11.966506, 12.124490, 45.301250], [7.382755, 9.033235, 10.641243, 10.797892, 54.711332], [7.881370, 8.820550, 11.115737, 11.207897, 68.065085], [28.556993, 33.642418, 41.160662, 41.704109, 178.659527], [27.180556, 31.198919, 38.538534, 39.089469, 178.440360], [3.305683, 4.059266, 4.901193, 4.975954, 37.681605], [17.876938, 20.856323, 25.927919, 25.950609, 107.274785], [20.874547, 23.162143, 28.964949, 29.440336, 135.509059], [17.732283, 19.617032, 24.527922, 25.169450, 97.550382], [16.537348, 18.246511, 22.975019, 23.237116, 75.858935], [7.228860, 7.371381, 9.581904, 9.759205, 40.910057], [10.048469, 12.610317, 14.308242, 14.526052, 61.519097], [15.766847, 16.682783, 21.673325, 21.734233, 94.262506], [17.989874, 20.002195, 25.353983, 25.434663, 81.329729], [30.703916, 33.460843, 42.506444, 42.905488, 160.327138]]
### 18
fourier: [[30.519777, 33.250234, 42.499371, 42.683730, 177.595849]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.435168, 19.029586, 19.430905, 24.513603, 68.415665], [18.708583, 19.072564, 19.538565, 20.412962, 48.103516], [26.442327, 28.186202, 29.534527, 38.036223, 71.792034], [11.579444, 12.625240, 12.916422, 13.503890, 22.072757], [20.114375, 22.123508, 23.372444, 26.436831, 175.324966], [16.778198, 17.150900, 18.948863, 18.974140, 19.593849], [14.751791, 14.918159, 16.595728, 17.275701, 60.304510], [16.075437, 17.456893, 18.049637, 24.155060, 25.597093], [22.500578, 22.806704, 24.600717, 27.208174, 54.443109], [16.978547, 20.635159, 21.597705, 22.294399, 29.993499], [12.073195, 13.230180, 13.540299, 16.813194, 50.791966], [12.912696, 13.398790, 13.483977, 14.985265, 25.529721], [15.188589, 17.813190, 20.139940, 21.720404, 71.041667], [16.145359, 16.994041, 19.329045, 20.779646, 75.939769], [27.768984, 29.579479, 31.903694, 32.378531, 194.198989]]
### 2
fourier: [[7.980233, 8.330270, 8.524634, 9.637549, 73.221260], [10.496501, 11.700528, 12.698988, 13.290449, 14.295689], [12.081489, 12.645613, 12.903747, 13.317895, 33.291750], [22.717870, 23.726320, 24.402009, 32.001350, 96.649453], [17.941918, 19.306247, 22.896806, 23.085226, 27.484259], [11.566747, 12.249021, 13.006800, 13.712612, 15.359048], [19.599502, 20.239863, 23.047540, 26.557199, 74.924532], [8.423077, 9.088150, 9.166727, 10.998119, 42.300595], [15.250836, 15.596663, 15.999542, 18.703489, 122.760499], [13.033076, 15.742145, 16.028573, 16.585647, 115.285948], [2.963751, 3.361534, 3.433755, 4.083294, 9.067775], [18.022798, 21.107278, 22.595786, 28.338169, 98.425855], [2.980449, 3.214319, 3.455550, 3.473802, 12.604060], [10.953307, 11.083661, 11.190603, 11.247259, 73.298333], [17.559613, 18.853657, 22.532531, 24.069168, 27.016184]]
### 4
fourier: [[13.147968, 14.283164, 15.140271, 17.209725, 17.488644], [5.335359, 5.613435, 5.731821, 6.939614, 63.914914], [18.588139, 19.368911, 23.058196, 24.169533, 70.539284], [4.160154, 4.278205, 4.413585, 4.855556, 14.043397], [11.530280, 12.760107, 17.561878, 17.603415, 17.951135], [18.701422, 19.217641, 21.086278, 21.817502, 89.487447], [7.466914, 7.783173, 8.975696, 10.751134, 56.375360], [11.232205, 11.994814, 12.896051, 14.445148, 65.038674], [8.650062, 8.923127, 10.627511, 11.976321, 13.460360], [22.626323, 23.458053, 23.489178, 28.396063, 86.923174], [3.332645, 3.532311, 3.566694, 3.599028, 10.865135], [7.474116, 7.500324, 8.073287, 8.982325, 9.293736], [9.479082, 11.173788, 11.877087, 12.071998, 64.400503], [8.688216, 9.148140, 9.766528, 11.975332, 39.697614], [12.721916, 13.364533, 13.475697, 17.662272, 21.168897]]
### 6
fourier: [[8.788949, 10.848908, 12.446159, 12.845359, 62.352337], [3.420503, 3.899422, 4.334892, 4.608405, 22.074612], [16.233624, 18.766028, 21.775834, 24.016493, 66.878531], [14.163553, 14.200197, 17.957843, 20.767437, 68.312379], [2.934025, 3.699332, 4.040542, 4.093593, 15.254371], [9.405911, 10.535986, 11.073100, 13.127334, 84.802976], [15.195595, 17.828019, 20.257857, 22.822950, 33.779217], [14.607210, 14.882568, 17.259313, 20.774728, 23.067131], [18.352865, 19.013260, 22.266096, 24.343168, 88.499757], [8.821742, 9.894817, 10.092444, 12.289565, 83.691910], [11.526420, 11.723130, 14.022414, 16.526806, 56.569764], [2.978603, 2.982776, 3.365030, 4.417922, 34.698357], [12.223047, 14.066114, 15.966634, 18.903731, 67.125088], [18.343308, 21.741350, 24.515237, 26.344589, 55.117084], [16.885751, 17.974583, 21.770239, 25.226318, 88.182897]]
### 8
fourier: [[3.007335, 4.009378, 4.212787, 4.448732, 7.110505], [23.931512, 27.737969, 32.448281, 35.698881, 135.008592], [19.083804, 22.169148, 26.049714, 28.439728, 106.106775], [11.411448, 13.790482, 16.181482, 16.827628, 45.285036], [4.848546, 6.308121, 6.716091, 7.534983, 48.681943], [14.552613, 15.604421, 18.451990, 20.703614, 77.821981], [15.190569, 18.120872, 21.094375, 21.516940, 66.317740], [14.915949, 17.926213, 20.505079, 21.985299, 43.286124], [10.858123, 11.697846, 14.146365, 16.841113, 69.385749], [11.506143, 14.055130, 16.231180, 17.103599, 50.917549], [11.404369, 13.810811, 14.839848, 16.651094, 26.178673], [9.779854, 11.344847, 13.165966, 13.661061, 51.827473], [11.630850, 14.948054, 16.757080, 17.511245, 17.723998], [8.669916, 11.677906, 12.900245, 13.103585, 37.043075], [12.692472, 15.770823, 18.264552, 19.454768, 78.581334]]
### 10
fourier: [[4.079208, 4.850054, 5.407458, 5.799276, 32.491639], [13.079272, 14.780622, 17.464916, 19.000954, 75.847570], [18.789917, 23.241194, 27.109888, 27.529992, 89.997480], [12.093141, 14.374394, 17.130673, 17.805765, 76.020444], [21.213210, 25.232224, 30.012623, 31.360395, 129.492412], [18.923067, 22.446042, 26.366264, 26.717887, 128.821239], [23.333119, 28.039665, 33.045809, 33.782287, 116.835035], [22.315962, 24.848536, 29.920853, 32.138078, 127.173679], [29.623337, 33.448461, 40.072033, 42.987090, 153.205906], [17.413380, 18.941959, 22.947377, 24.774902, 108.885281], [9.043000, 10.931988, 12.416092, 12.950081, 49.372133], [24.300378, 26.367869, 31.584319, 34.398692, 96.790279], [17.740650, 19.286809, 23.554814, 25.670685, 93.205602], [15.323323, 18.449102, 21.858036, 22.017053, 94.828473], [14.214506, 16.347582, 19.602289, 20.462287, 80.513393]]
### 12
fourier: [[20.028816, 24.069729, 28.588192, 29.278718, 117.878868], [31.006108, 37.098655, 43.958575, 45.974311, 187.946063], [23.232620, 26.625498, 31.856972, 33.805704, 117.060005], [21.754945, 21.970937, 27.555088, 29.363563, 112.028038], [19.610255, 22.194085, 27.267252, 28.058211, 89.117361], [14.651539, 16.461012, 20.291195, 21.069948, 74.322355], [17.593959, 21.777262, 24.948339, 26.783112, 97.644464], [19.748205, 23.529870, 27.934152, 28.928018, 137.330389], [15.903025, 20.148449, 22.607023, 23.871554, 91.321315], [9.005057, 11.027092, 12.586083, 12.816313, 58.832968], [22.619839, 27.717332, 32.104641, 33.621478, 118.587888], [20.946840, 25.971295, 29.816242, 30.786408, 139.487868], [17.639802, 20.812417, 24.856073, 25.921784, 110.535830], [8.942993, 12.259176, 12.875509, 13.208117, 64.993207], [13.649542, 16.516762, 19.346572, 19.566471, 101.602714]]
### 14
fourier: [[27.228384, 29.583842, 36.743362, 37.996886, 151.090939], [18.038981, 19.937169, 24.603338, 25.446040, 96.981778], [9.144255, 12.103488, 13.072510, 13.338010, 61.353623], [4.719504, 6.140204, 6.712753, 6.944820, 26.929144], [17.678014, 21.752382, 25.567041, 25.664616, 105.344266], [4.719544, 5.734271, 6.348854, 6.919948, 8.983500], [19.803128, 21.956393, 27.362572, 27.875234, 115.639166], [39.514668, 45.690046, 55.615367, 57.163957, 236.449966], [29.580230, 35.360392, 42.401264, 43.529437, 179.405931], [24.464105, 28.850567, 34.993373, 35.809609, 150.192735], [20.590733, 22.413078, 28.268236, 28.672250, 114.501847], [22.956766, 26.642887, 32.296824, 33.287607, 141.330441], [8.629762, 8.818772, 11.434486, 11.585217, 43.874907], [12.535343, 15.454478, 17.969852, 18.136883, 92.528970], [3.182570, 4.193256, 4.471417, 4.896153, 15.588574]]
### 16
fourier: [[8.220567, 9.944089, 11.966506, 12.124490, 45.301250], [7.382755, 9.033235, 10.641243, 10.797892, 54.711332], [7.881370, 8.820550, 11.115737, 11.207897, 68.065085], [28.556993, 33.642418, 41.160662, 41.704109, 178.659527], [27.180556, 31.198919, 38.538534, 39.089469, 178.440360], [3.305683, 4.059266, 4.901193, 4.975954, 37.681605], [17.876938, 20.856323, 25.927919, 25.950609, 107.274785], [20.874547, 23.162143, 28.964949, 29.440336, 135.509059], [17.732283, 19.617032, 24.527922, 25.169450, 97.550382], [16.537348, 18.246511, 22.975019, 23.237116, 75.858935], [7.228860, 7.371381, 9.581904, 9.759205, 40.910057], [10.048469, 12.610317, 14.308242, 14.526052, 61.519097], [15.766847, 16.682783, 21.673325, 21.734233, 94.262506], [17.989874, 20.002195, 25.353983, 25.434663, 81.329729], [30.703916, 33.460843, 42.506444, 42.905488, 160.327138]]
### 18
fourier: [[30.519777, 33.250234, 42.499371, 42.683730, 177.595849]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6852366328239441, "train_acc": 0.555, "val_loss": 0.7035108804702759, "val_acc": 0.54}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6662341952323914, "train_acc": 0.555, "val_loss": 0.5725909471511841, "val_acc": 0.54}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 3.647563010454178, "train_acc": 0.49, "val_loss": 0.5087074041366577, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.4358441233634949, "train_acc": 0.85, "val_loss": 0.7249633073806763, "val_acc": 0.54}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6721759140491486, "train_acc": 0.765, "val_loss": 0.9048713445663452, "val_acc": 0.54}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6152319014072418, "train_acc": 0.705, "val_loss": 0.7101655006408691, "val_acc": 0.54}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.7035108804702759, "final_val_loss": 0.5725909471511841, "initial_val_acc": 0.54, "final_val_acc": 0.54, "best_val_acc": 0.54}, "improved_stage": {"initial_val_loss": 0.5087074041366577, "final_val_loss": 0.7101655006408691, "initial_val_acc": 0.8, "final_val_acc": 0.54, "best_val_acc": 0.8, "best_epoch": 2}, "improvement": 0.26, "first_improvement_epoch": 1}}
|
9,938
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.56, "improved_accuracy": 0.88, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 5404, "learning_rate": 0.05968490396143931, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.858902, 19.907252, 20.303140, 22.868267, 114.003320], [18.614850, 21.126377, 22.715393, 23.422044, 23.517578], [13.922118, 14.776520, 15.623694, 15.913628, 17.584225], [31.588342, 31.961532, 32.834246, 39.508495, 188.613908], [31.120707, 31.416040, 32.664793, 38.781930, 71.498783], [29.047586, 30.044765, 30.420963, 35.401221, 165.491836], [33.545008, 36.094569, 38.853715, 41.255119, 297.815905], [13.758801, 14.036092, 14.258200, 18.420920, 59.330635], [25.137077, 25.947676, 27.470022, 28.739677, 29.232505], [15.295059, 15.359323, 15.544591, 16.029603, 18.422219], [12.068768, 12.349377, 12.397948, 14.594948, 77.099042], [27.858375, 28.325107, 29.034641, 29.330955, 231.224732], [22.618910, 23.911702, 29.445568, 31.449349, 185.706806], [15.946589, 16.373672, 17.438349, 18.094446, 20.754777], [21.958285, 26.078054, 28.056071, 32.702125, 36.206063]]
### 2
fourier: [[9.150032, 9.559796, 9.802374, 9.845838, 11.364295], [15.250374, 15.716321, 15.732596, 20.820337, 73.046715], [42.551621, 47.822488, 48.001114, 51.142457, 243.674255], [32.363639, 36.684639, 39.599577, 40.737193, 168.827626], [8.172646, 9.594388, 9.694236, 10.873419, 12.589532], [11.047831, 11.124947, 11.768867, 11.970660, 55.439582], [16.552730, 16.963260, 17.354342, 20.221132, 24.712651], [16.075261, 17.793135, 19.198627, 20.005058, 82.004168], [26.515657, 35.440544, 36.029210, 36.280901, 134.282842], [17.000588, 17.223987, 19.254619, 19.568296, 100.609863], [25.873912, 26.922465, 27.319207, 31.860356, 162.314547], [31.183244, 37.447863, 38.412570, 41.840054, 183.209211], [16.271065, 16.308896, 17.670302, 17.892901, 106.166312], [14.267574, 16.024681, 16.278017, 17.033322, 65.280258], [10.029473, 11.773344, 14.381141, 14.835123, 68.103957]]
### 4
fourier: [[50.669422, 51.421174, 57.661395, 59.030135, 234.867990], [10.954017, 11.022732, 11.373072, 14.488551, 64.263265], [41.689638, 46.019873, 48.464787, 49.787239, 214.041199], [14.512626, 14.866523, 14.878606, 17.536710, 32.848883], [9.909051, 10.149625, 10.383645, 11.089491, 37.432352], [24.614579, 24.953247, 29.635483, 31.177587, 111.924303], [24.620037, 30.472364, 30.654559, 32.360679, 155.562821], [6.993678, 8.091233, 8.356952, 8.587643, 9.856050], [33.356151, 34.569430, 36.794324, 42.235673, 233.544224], [12.800747, 14.622039, 16.194151, 16.385074, 99.519252], [33.354628, 39.161390, 43.361802, 44.258176, 107.562068], [8.547459, 9.137194, 9.750713, 9.906984, 19.723724], [5.462637, 5.698784, 5.788001, 5.867499, 60.342253], [4.014293, 4.621340, 5.039639, 6.288929, 21.119680], [62.151076, 65.883172, 69.192192, 73.894857, 370.602381]]
### 6
fourier: [[21.633884, 21.645565, 22.297011, 26.609282, 27.839910], [33.616368, 37.042464, 38.569579, 40.339325, 166.640515], [54.801993, 62.174459, 66.220171, 68.113339, 164.328825], [10.334099, 10.453914, 12.316658, 12.524128, 87.761714], [11.804227, 12.000804, 14.725878, 15.964272, 18.602627], [13.588729, 14.888512, 16.134291, 16.404219, 92.298732], [51.937737, 51.976273, 57.946735, 58.183902, 299.457078], [10.794610, 11.641070, 11.690689, 12.437504, 29.602260], [13.455976, 13.974106, 14.298673, 18.116109, 98.437988], [29.813146, 37.234516, 38.074086, 38.254114, 147.483108], [14.658421, 14.824124, 15.514385, 15.682721, 110.328331], [23.076274, 24.618243, 28.174169, 29.765960, 42.552989], [33.619978, 35.427864, 36.595771, 41.254803, 191.778155], [36.253620, 37.163940, 38.918031, 44.213618, 204.492649], [38.679816, 39.602678, 41.820593, 46.232314, 201.444466]]
### 8
fourier: [[6.901918, 7.651983, 8.115550, 8.734135, 57.691845], [18.904415, 20.782212, 21.438697, 21.750672, 93.691589], [9.720220, 10.191809, 10.686278, 10.693688, 47.875152], [45.639793, 48.260507, 50.309078, 55.679505, 247.721803], [42.058406, 45.699382, 50.929728, 52.556584, 142.365624], [40.669850, 40.787771, 41.125883, 46.227364, 198.166992], [21.282129, 21.443339, 24.580680, 24.973259, 25.743134], [26.248676, 27.040092, 30.741447, 30.999918, 63.145411], [41.905118, 42.376654, 48.632545, 52.797663, 198.481749], [50.114994, 58.487177, 60.305325, 62.447149, 240.145853], [7.355502, 7.653085, 7.893930, 8.237598, 55.184239], [36.835309, 37.124327, 38.688813, 39.925452, 119.630092], [19.011995, 20.591782, 21.930585, 22.557089, 64.101259], [46.509956, 47.147429, 55.134868, 56.243212, 158.105700], [11.097185, 12.079862, 12.622563, 14.438038, 69.278731]]
### 10
fourier: [[4.465576, 4.466131, 4.674301, 4.708612, 11.069457], [23.970065, 28.480589, 29.051689, 30.824115, 130.548399], [47.087943, 48.925093, 54.916550, 57.374444, 218.656314], [79.671832, 80.747438, 88.738006, 93.850884, 357.490529], [83.412104, 84.511824, 92.328647, 97.694077, 400.326322], [29.489127, 31.756692, 33.796042, 37.105324, 158.245277], [62.926073, 63.707069, 70.566285, 75.464653, 283.603796], [16.542463, 21.245444, 21.462603, 21.475881, 49.197588], [23.939069, 26.905107, 27.481845, 27.863502, 103.212815], [47.059241, 47.679335, 53.716267, 54.931300, 186.729185], [55.523900, 55.665658, 62.694440, 65.488957, 219.736463], [57.122688, 57.228905, 64.799286, 65.897398, 190.947791], [75.419323, 76.217151, 83.656668, 87.606055, 343.189495], [4.793045, 5.157588, 6.085988, 6.094999, 45.581583], [48.733798, 49.201368, 53.448823, 56.922444, 220.137727]]
### 12
fourier: [[39.689666, 39.740537, 44.022150, 46.827564, 160.356083], [61.748212, 62.886359, 70.193627, 72.499861, 292.473596], [77.850605, 79.300727, 86.242218, 88.855049, 351.819924], [40.017446, 40.568944, 44.231010, 44.944494, 214.780951], [80.231314, 82.026789, 90.118790, 93.068232, 359.386285], [88.120966, 90.410605, 99.459321, 102.223576, 411.373781], [46.288122, 48.254449, 53.165575, 56.710733, 189.636309], [9.524439, 9.753226, 10.816263, 10.903196, 27.019094], [39.056231, 40.726054, 42.842705, 42.871575, 206.523230], [19.160159, 19.937844, 21.513307, 22.166325, 82.483737], [65.317285, 67.409801, 73.557021, 75.205360, 261.199094], [82.800973, 84.950014, 92.963923, 95.791364, 337.793668], [68.068701, 70.203380, 74.744104, 76.290474, 293.303550], [21.217535, 23.454146, 25.105471, 26.904087, 98.089211], [98.787992, 101.767407, 111.037722, 114.887284, 435.317322]]
### 14
fourier: [[133.852880, 137.955234, 148.787722, 152.760223, 604.113118], [125.688067, 129.314210, 141.226394, 145.402280, 565.675081], [1.409315, 1.418449, 1.539089, 1.722449, 13.265503], [69.030874, 72.086081, 75.836157, 77.168809, 294.207961], [56.270726, 56.658679, 63.762865, 67.211571, 244.699308], [213.204134, 220.634382, 236.219652, 241.814125, 923.628131], [119.195535, 123.268732, 134.003124, 137.235508, 534.901388], [38.528163, 39.469893, 43.788464, 46.249033, 156.843592], [43.281831, 43.515315, 48.622680, 50.716126, 205.402805], [22.788550, 24.325782, 24.945617, 25.075728, 113.006572], [45.549651, 48.291447, 49.487766, 49.795182, 212.217576], [6.579392, 6.636234, 6.933803, 7.382689, 30.024710], [101.561030, 104.737037, 113.181469, 116.296793, 467.825034], [69.474921, 70.907331, 78.174171, 81.231439, 318.429174], [76.684853, 78.503264, 85.242692, 88.295489, 337.823112]]
### 16
fourier: [[152.082231, 157.368112, 169.672028, 172.850582, 672.843375], [123.858577, 129.047327, 136.775005, 139.434866, 532.586934], [84.551627, 87.389961, 93.720017, 95.713889, 418.831147], [106.085033, 109.471676, 118.603412, 121.393307, 444.640243], [86.006415, 88.656683, 96.545887, 99.301104, 383.686852], [74.518550, 77.544862, 83.135468, 84.997226, 319.843748], [100.615080, 103.471487, 111.855430, 114.858327, 490.884366], [39.680242, 41.507182, 44.695836, 45.629360, 130.987887], [118.349097, 122.861190, 131.347929, 134.102569, 474.048689], [212.347906, 219.796703, 235.874342, 241.269035, 948.382144], [71.340645, 75.476979, 77.564452, 77.697909, 288.001592], [55.916897, 56.862589, 62.547428, 65.297418, 239.486559], [82.811116, 86.506162, 91.370489, 92.522573, 382.004075], [71.867267, 74.323275, 80.043167, 81.979352, 283.485032], [140.868613, 145.248740, 157.316205, 161.421605, 654.191240]]
### 18
fourier: [[86.147082, 90.996897, 94.857520, 95.680544, 393.126656], [239.877799, 249.112904, 267.349280, 272.355470, 1022.283534], [155.739773, 161.873990, 173.872916, 177.150299, 660.404073], [152.348525, 158.769917, 169.310367, 172.228434, 643.957195], [166.556765, 171.119748, 186.643599, 191.086697, 718.252657], [79.873015, 84.036288, 88.582114, 89.616205, 338.564785], [90.687271, 95.054812, 99.572278, 101.205286, 426.947502], [76.954377, 79.455540, 86.247684, 88.082084, 353.229660], [67.049038, 69.321755, 74.668647, 76.167125, 319.097940], [182.332589, 190.009397, 202.002043, 205.549879, 837.836742], [181.664345, 188.565833, 202.069522, 206.084492, 761.321897], [46.282657, 47.742671, 51.631235, 52.509477, 214.247250], [37.677962, 39.570568, 41.725497, 42.369223, 139.869706], [81.051315, 85.447172, 89.253166, 90.211730, 331.557430], [107.014425, 109.689271, 120.124433, 123.307327, 457.958925]]
### 20
fourier: [[161.409584, 168.128554, 179.967336, 183.078157, 703.778225]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.858902, 19.907252, 20.303140, 22.868267, 114.003320], [18.614850, 21.126377, 22.715393, 23.422044, 23.517578], [13.922118, 14.776520, 15.623694, 15.913628, 17.584225], [31.588342, 31.961532, 32.834246, 39.508495, 188.613908], [31.120707, 31.416040, 32.664793, 38.781930, 71.498783], [29.047586, 30.044765, 30.420963, 35.401221, 165.491836], [33.545008, 36.094569, 38.853715, 41.255119, 297.815905], [13.758801, 14.036092, 14.258200, 18.420920, 59.330635], [25.137077, 25.947676, 27.470022, 28.739677, 29.232505], [15.295059, 15.359323, 15.544591, 16.029603, 18.422219], [12.068768, 12.349377, 12.397948, 14.594948, 77.099042], [27.858375, 28.325107, 29.034641, 29.330955, 231.224732], [22.618910, 23.911702, 29.445568, 31.449349, 185.706806], [15.946589, 16.373672, 17.438349, 18.094446, 20.754777], [21.958285, 26.078054, 28.056071, 32.702125, 36.206063]]
### 2
fourier: [[9.150032, 9.559796, 9.802374, 9.845838, 11.364295], [15.250374, 15.716321, 15.732596, 20.820337, 73.046715], [42.551621, 47.822488, 48.001114, 51.142457, 243.674255], [32.363639, 36.684639, 39.599577, 40.737193, 168.827626], [8.172646, 9.594388, 9.694236, 10.873419, 12.589532], [11.047831, 11.124947, 11.768867, 11.970660, 55.439582], [16.552730, 16.963260, 17.354342, 20.221132, 24.712651], [16.075261, 17.793135, 19.198627, 20.005058, 82.004168], [26.515657, 35.440544, 36.029210, 36.280901, 134.282842], [17.000588, 17.223987, 19.254619, 19.568296, 100.609863], [25.873912, 26.922465, 27.319207, 31.860356, 162.314547], [31.183244, 37.447863, 38.412570, 41.840054, 183.209211], [16.271065, 16.308896, 17.670302, 17.892901, 106.166312], [14.267574, 16.024681, 16.278017, 17.033322, 65.280258], [10.029473, 11.773344, 14.381141, 14.835123, 68.103957]]
### 4
fourier: [[50.669422, 51.421174, 57.661395, 59.030135, 234.867990], [10.954017, 11.022732, 11.373072, 14.488551, 64.263265], [41.689638, 46.019873, 48.464787, 49.787239, 214.041199], [14.512626, 14.866523, 14.878606, 17.536710, 32.848883], [9.909051, 10.149625, 10.383645, 11.089491, 37.432352], [24.614579, 24.953247, 29.635483, 31.177587, 111.924303], [24.620037, 30.472364, 30.654559, 32.360679, 155.562821], [6.993678, 8.091233, 8.356952, 8.587643, 9.856050], [33.356151, 34.569430, 36.794324, 42.235673, 233.544224], [12.800747, 14.622039, 16.194151, 16.385074, 99.519252], [33.354628, 39.161390, 43.361802, 44.258176, 107.562068], [8.547459, 9.137194, 9.750713, 9.906984, 19.723724], [5.462637, 5.698784, 5.788001, 5.867499, 60.342253], [4.014293, 4.621340, 5.039639, 6.288929, 21.119680], [62.151076, 65.883172, 69.192192, 73.894857, 370.602381]]
### 6
fourier: [[21.633884, 21.645565, 22.297011, 26.609282, 27.839910], [33.616368, 37.042464, 38.569579, 40.339325, 166.640515], [54.801993, 62.174459, 66.220171, 68.113339, 164.328825], [10.334099, 10.453914, 12.316658, 12.524128, 87.761714], [11.804227, 12.000804, 14.725878, 15.964272, 18.602627], [13.588729, 14.888512, 16.134291, 16.404219, 92.298732], [51.937737, 51.976273, 57.946735, 58.183902, 299.457078], [10.794610, 11.641070, 11.690689, 12.437504, 29.602260], [13.455976, 13.974106, 14.298673, 18.116109, 98.437988], [29.813146, 37.234516, 38.074086, 38.254114, 147.483108], [14.658421, 14.824124, 15.514385, 15.682721, 110.328331], [23.076274, 24.618243, 28.174169, 29.765960, 42.552989], [33.619978, 35.427864, 36.595771, 41.254803, 191.778155], [36.253620, 37.163940, 38.918031, 44.213618, 204.492649], [38.679816, 39.602678, 41.820593, 46.232314, 201.444466]]
### 8
fourier: [[6.901918, 7.651983, 8.115550, 8.734135, 57.691845], [18.904415, 20.782212, 21.438697, 21.750672, 93.691589], [9.720220, 10.191809, 10.686278, 10.693688, 47.875152], [45.639793, 48.260507, 50.309078, 55.679505, 247.721803], [42.058406, 45.699382, 50.929728, 52.556584, 142.365624], [40.669850, 40.787771, 41.125883, 46.227364, 198.166992], [21.282129, 21.443339, 24.580680, 24.973259, 25.743134], [26.248676, 27.040092, 30.741447, 30.999918, 63.145411], [41.905118, 42.376654, 48.632545, 52.797663, 198.481749], [50.114994, 58.487177, 60.305325, 62.447149, 240.145853], [7.355502, 7.653085, 7.893930, 8.237598, 55.184239], [36.835309, 37.124327, 38.688813, 39.925452, 119.630092], [19.011995, 20.591782, 21.930585, 22.557089, 64.101259], [46.509956, 47.147429, 55.134868, 56.243212, 158.105700], [11.097185, 12.079862, 12.622563, 14.438038, 69.278731]]
### 10
fourier: [[4.465576, 4.466131, 4.674301, 4.708612, 11.069457], [23.970065, 28.480589, 29.051689, 30.824115, 130.548399], [47.087943, 48.925093, 54.916550, 57.374444, 218.656314], [79.671832, 80.747438, 88.738006, 93.850884, 357.490529], [83.412104, 84.511824, 92.328647, 97.694077, 400.326322], [29.489127, 31.756692, 33.796042, 37.105324, 158.245277], [62.926073, 63.707069, 70.566285, 75.464653, 283.603796], [16.542463, 21.245444, 21.462603, 21.475881, 49.197588], [23.939069, 26.905107, 27.481845, 27.863502, 103.212815], [47.059241, 47.679335, 53.716267, 54.931300, 186.729185], [55.523900, 55.665658, 62.694440, 65.488957, 219.736463], [57.122688, 57.228905, 64.799286, 65.897398, 190.947791], [75.419323, 76.217151, 83.656668, 87.606055, 343.189495], [4.793045, 5.157588, 6.085988, 6.094999, 45.581583], [48.733798, 49.201368, 53.448823, 56.922444, 220.137727]]
### 12
fourier: [[39.689666, 39.740537, 44.022150, 46.827564, 160.356083], [61.748212, 62.886359, 70.193627, 72.499861, 292.473596], [77.850605, 79.300727, 86.242218, 88.855049, 351.819924], [40.017446, 40.568944, 44.231010, 44.944494, 214.780951], [80.231314, 82.026789, 90.118790, 93.068232, 359.386285], [88.120966, 90.410605, 99.459321, 102.223576, 411.373781], [46.288122, 48.254449, 53.165575, 56.710733, 189.636309], [9.524439, 9.753226, 10.816263, 10.903196, 27.019094], [39.056231, 40.726054, 42.842705, 42.871575, 206.523230], [19.160159, 19.937844, 21.513307, 22.166325, 82.483737], [65.317285, 67.409801, 73.557021, 75.205360, 261.199094], [82.800973, 84.950014, 92.963923, 95.791364, 337.793668], [68.068701, 70.203380, 74.744104, 76.290474, 293.303550], [21.217535, 23.454146, 25.105471, 26.904087, 98.089211], [98.787992, 101.767407, 111.037722, 114.887284, 435.317322]]
### 14
fourier: [[133.852880, 137.955234, 148.787722, 152.760223, 604.113118], [125.688067, 129.314210, 141.226394, 145.402280, 565.675081], [1.409315, 1.418449, 1.539089, 1.722449, 13.265503], [69.030874, 72.086081, 75.836157, 77.168809, 294.207961], [56.270726, 56.658679, 63.762865, 67.211571, 244.699308], [213.204134, 220.634382, 236.219652, 241.814125, 923.628131], [119.195535, 123.268732, 134.003124, 137.235508, 534.901388], [38.528163, 39.469893, 43.788464, 46.249033, 156.843592], [43.281831, 43.515315, 48.622680, 50.716126, 205.402805], [22.788550, 24.325782, 24.945617, 25.075728, 113.006572], [45.549651, 48.291447, 49.487766, 49.795182, 212.217576], [6.579392, 6.636234, 6.933803, 7.382689, 30.024710], [101.561030, 104.737037, 113.181469, 116.296793, 467.825034], [69.474921, 70.907331, 78.174171, 81.231439, 318.429174], [76.684853, 78.503264, 85.242692, 88.295489, 337.823112]]
### 16
fourier: [[152.082231, 157.368112, 169.672028, 172.850582, 672.843375], [123.858577, 129.047327, 136.775005, 139.434866, 532.586934], [84.551627, 87.389961, 93.720017, 95.713889, 418.831147], [106.085033, 109.471676, 118.603412, 121.393307, 444.640243], [86.006415, 88.656683, 96.545887, 99.301104, 383.686852], [74.518550, 77.544862, 83.135468, 84.997226, 319.843748], [100.615080, 103.471487, 111.855430, 114.858327, 490.884366], [39.680242, 41.507182, 44.695836, 45.629360, 130.987887], [118.349097, 122.861190, 131.347929, 134.102569, 474.048689], [212.347906, 219.796703, 235.874342, 241.269035, 948.382144], [71.340645, 75.476979, 77.564452, 77.697909, 288.001592], [55.916897, 56.862589, 62.547428, 65.297418, 239.486559], [82.811116, 86.506162, 91.370489, 92.522573, 382.004075], [71.867267, 74.323275, 80.043167, 81.979352, 283.485032], [140.868613, 145.248740, 157.316205, 161.421605, 654.191240]]
### 18
fourier: [[86.147082, 90.996897, 94.857520, 95.680544, 393.126656], [239.877799, 249.112904, 267.349280, 272.355470, 1022.283534], [155.739773, 161.873990, 173.872916, 177.150299, 660.404073], [152.348525, 158.769917, 169.310367, 172.228434, 643.957195], [166.556765, 171.119748, 186.643599, 191.086697, 718.252657], [79.873015, 84.036288, 88.582114, 89.616205, 338.564785], [90.687271, 95.054812, 99.572278, 101.205286, 426.947502], [76.954377, 79.455540, 86.247684, 88.082084, 353.229660], [67.049038, 69.321755, 74.668647, 76.167125, 319.097940], [182.332589, 190.009397, 202.002043, 205.549879, 837.836742], [181.664345, 188.565833, 202.069522, 206.084492, 761.321897], [46.282657, 47.742671, 51.631235, 52.509477, 214.247250], [37.677962, 39.570568, 41.725497, 42.369223, 139.869706], [81.051315, 85.447172, 89.253166, 90.211730, 331.557430], [107.014425, 109.689271, 120.124433, 123.307327, 457.958925]]
### 20
fourier: [[161.409584, 168.128554, 179.967336, 183.078157, 703.778225]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6982355415821075, "train_acc": 0.525, "val_loss": 0.6895466446876526, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6858233511447906, "train_acc": 0.565, "val_loss": 0.687008261680603, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6845499873161316, "train_acc": 0.565, "val_loss": 0.6858841180801392, "val_acc": 0.56}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6852999627590179, "train_acc": 0.565, "val_loss": 0.6849956512451172, "val_acc": 0.56}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6822360455989838, "train_acc": 0.565, "val_loss": 0.5007626414299011, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.6070527136325836, "train_acc": 0.525, "val_loss": 0.9256840348243713, "val_acc": 0.44}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.6465277075767517, "train_acc": 0.6, "val_loss": 0.3758464753627777, "val_acc": 0.88}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.5291644781827927, "train_acc": 0.88, "val_loss": 0.38444802165031433, "val_acc": 0.82}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.3611096292734146, "train_acc": 0.885, "val_loss": 0.5492002367973328, "val_acc": 0.68}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.475771963596344, "train_acc": 0.77, "val_loss": 0.5833648443222046, "val_acc": 0.68}], "summary": {"total_epochs": 10, "degraded_epochs": 5, "improved_epochs": 5, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6895466446876526, "final_val_loss": 0.5007626414299011, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.9256840348243713, "final_val_loss": 0.5833648443222046, "initial_val_acc": 0.44, "final_val_acc": 0.68, "best_val_acc": 0.88, "best_epoch": 6}, "improvement": 0.31999999999999995, "first_improvement_epoch": 4}}
|
9,939
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.62, "improved_accuracy": 0.8, "improvement": 0.18000000000000005, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7028, "learning_rate": 0.025934500999978273, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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[
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[
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[
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## Activation Signature
### 0
fourier: [[19.387125, 20.216810, 20.366636, 23.129148, 37.438241], [17.369719, 18.054876, 20.809344, 22.499800, 41.569167], [13.550132, 16.212086, 16.411460, 16.992263, 19.984970], [23.415576, 23.891426, 26.744137, 27.484143, 85.564670], [23.334698, 23.486742, 24.901801, 27.758471, 33.665778], [19.212158, 20.352962, 22.316369, 22.922629, 138.133259], [9.269683, 9.386816, 9.661640, 12.663440, 56.158074], [22.619535, 23.194858, 30.882998, 31.587139, 186.645286], [26.882726, 27.580395, 30.960596, 35.509822, 80.859221], [18.427660, 18.588797, 22.427240, 25.145416, 132.460220], [13.437815, 15.685574, 17.937748, 18.477164, 22.457777], [12.985116, 13.497217, 15.266710, 18.743665, 57.188516], [24.500721, 25.813611, 28.806902, 30.408059, 208.669563]]
### 2
fourier: [[11.263461, 11.544298, 11.562260, 12.902405, 117.136610], [12.797020, 13.184450, 13.846059, 13.881043, 125.268065], [13.314825, 14.198302, 14.485627, 15.041224, 79.872080], [23.570631, 24.677819, 27.886806, 27.909745, 184.218466], [5.075988, 5.123253, 5.407049, 5.700006, 28.284354], [19.205406, 20.786776, 20.833820, 22.099794, 137.960836], [11.553074, 12.410387, 12.856195, 13.646162, 73.682026], [14.061939, 15.387624, 15.781542, 18.378649, 92.082440], [17.187487, 17.624537, 18.805397, 22.620214, 78.733285], [15.391961, 15.417547, 17.765661, 18.087395, 135.085687], [16.378345, 16.617981, 18.645419, 18.774600, 144.172087], [8.108621, 8.130977, 8.644109, 9.255197, 91.972263], [14.902241, 15.296077, 15.629014, 16.949377, 107.568931]]
### 4
fourier: [[5.894759, 6.034624, 6.485888, 8.733175, 25.824059], [16.054512, 16.180709, 16.763361, 18.405263, 39.892326], [6.181289, 6.627127, 6.850783, 8.306026, 102.078223], [7.924267, 8.292552, 9.081607, 9.419346, 82.750605], [13.062581, 13.105315, 15.506959, 16.584353, 26.204565], [4.073507, 4.437769, 4.553459, 4.846590, 50.282834], [5.937640, 6.702926, 6.760648, 7.630851, 112.712505], [11.135529, 11.586772, 11.988905, 13.592579, 91.085932], [6.323729, 7.078487, 7.176959, 7.177702, 98.297005], [18.492001, 18.497599, 19.999552, 20.515905, 168.380088], [10.652966, 11.503836, 12.327456, 13.929773, 104.271536], [2.661371, 2.683441, 3.713788, 4.091484, 75.975550], [20.509782, 21.244969, 21.553603, 22.259478, 138.238121]]
### 6
fourier: [[8.253207, 8.512460, 9.802211, 11.223837, 59.009066], [6.721194, 6.772683, 6.847740, 7.773782, 77.351256], [8.799104, 9.297989, 9.501252, 9.962512, 13.461317], [7.510595, 7.662778, 8.277062, 10.122974, 11.079620], [8.577565, 9.816159, 9.926161, 10.280704, 74.081253], [16.457788, 16.671654, 16.876194, 20.368703, 68.034567], [6.028761, 6.321675, 6.517593, 7.174838, 8.241919], [10.605753, 10.628546, 11.344853, 12.864535, 41.190467], [6.620600, 6.964961, 7.271807, 8.290752, 51.867643], [11.316254, 11.471574, 12.433622, 13.574451, 135.204025], [5.123635, 5.274317, 5.461547, 5.975773, 82.187906], [12.590546, 13.604655, 15.668007, 18.660443, 159.265575], [4.610607, 4.882474, 5.761332, 7.463955, 65.552197]]
### 8
fourier: [[2.947307, 2.962986, 3.298238, 3.994576, 61.726304], [11.916517, 11.953481, 13.490050, 14.521653, 160.243495], [5.867439, 6.337188, 7.024364, 8.192196, 76.834849], [11.391056, 11.758681, 13.033785, 13.166735, 25.820927], [9.799602, 10.412352, 11.406982, 12.585117, 112.084161], [12.127403, 12.820443, 13.189071, 14.259016, 155.908720], [12.773719, 13.213731, 13.500425, 14.218240, 118.239050], [9.811541, 11.447785, 11.578372, 11.899260, 46.870540], [1.836325, 2.285106, 2.424498, 2.714247, 56.392490], [9.752176, 10.887815, 11.542461, 12.260226, 102.094443], [10.294854, 10.489582, 12.050950, 12.288146, 58.385882], [11.270757, 12.551659, 14.094028, 14.592179, 82.510139], [12.367427, 12.482610, 13.897936, 14.861540, 128.890965]]
### 10
fourier: [[19.517322, 20.549296, 22.522157, 24.050975, 201.618838], [24.863895, 25.370027, 28.174224, 29.581005, 281.682828], [6.536344, 7.033736, 7.317591, 8.650794, 95.759060], [5.081621, 5.411773, 5.911504, 6.388541, 91.032649], [15.378716, 15.549310, 17.282521, 18.708520, 126.944513], [13.174302, 15.802767, 16.034437, 17.269992, 103.840697], [7.800310, 8.336651, 8.359863, 9.235429, 103.068946], [12.115435, 13.992501, 14.608731, 16.577674, 130.603467], [14.376157, 14.513752, 16.169910, 17.778377, 137.731601], [19.417309, 19.744375, 21.541084, 23.002015, 214.874804], [24.003649, 24.057175, 26.894047, 28.472709, 241.130569], [18.570440, 19.210778, 21.560798, 22.230665, 198.330907], [5.385765, 5.449344, 6.044938, 6.782168, 86.308568]]
### 12
fourier: [[11.317403, 11.664295, 13.347902, 14.070035, 132.447270], [20.699203, 21.548483, 24.330991, 24.347881, 217.707570], [25.717617, 26.252719, 29.808372, 31.805093, 328.148962], [13.791590, 14.144369, 16.262542, 16.843201, 122.549161], [25.574502, 26.261978, 29.864576, 31.391904, 316.195974], [20.309892, 20.815889, 23.497191, 24.462965, 245.546734], [20.737693, 21.244023, 23.754471, 24.333245, 226.533504], [27.929063, 29.248478, 32.823346, 33.166323, 297.371983], [24.806023, 25.987847, 28.945662, 29.614517, 282.886162], [33.187389, 34.642142, 39.427750, 39.453278, 389.765095], [21.630393, 22.569205, 25.364513, 25.816427, 224.649648], [5.755179, 5.878261, 6.746511, 6.891763, 90.682164], [11.508209, 12.293001, 12.306220, 13.830039, 98.555245]]
### 14
fourier: [[44.797010, 46.643696, 52.251768, 53.855571, 495.696111], [20.011871, 20.942566, 23.387386, 23.953462, 236.133643], [37.396576, 38.992576, 44.036127, 44.758888, 412.007720], [22.590617, 23.248642, 26.649343, 27.592566, 301.661121], [23.017958, 24.089581, 27.135901, 27.438488, 267.190569], [34.670076, 36.081693, 40.984961, 41.524886, 402.931464], [58.583845, 60.867586, 69.738457, 70.094129, 712.299337], [15.225204, 15.781997, 17.931432, 18.251957, 177.358171], [16.007890, 16.690109, 18.010008, 19.690205, 176.394568], [7.948925, 8.285168, 8.316670, 9.942359, 45.094413], [15.481911, 16.025775, 18.467551, 18.660321, 192.404720], [54.706012, 56.875313, 64.395199, 65.754302, 637.259657], [15.079830, 15.613744, 17.710157, 17.943879, 187.904288]]
### 16
fourier: [[32.928758, 34.369791, 38.770306, 39.650413, 368.932231], [57.482462, 59.918282, 68.240613, 69.109308, 691.994989], [26.428605, 27.525017, 31.291485, 31.437580, 310.790838], [9.440654, 9.817079, 11.134084, 11.601192, 104.359117], [12.043909, 12.558502, 14.108428, 14.488392, 143.453507], [35.425868, 36.938516, 41.725502, 42.421005, 401.036337], [28.684823, 29.844135, 34.337822, 34.405156, 349.559236], [22.981162, 23.960040, 27.328881, 27.691229, 260.500377], [44.126126, 45.995887, 51.012426, 53.328493, 502.987677], [42.244423, 44.055296, 50.233499, 50.343238, 513.861936], [44.022128, 45.866026, 51.426301, 53.212916, 482.573623], [40.022119, 41.719156, 47.037871, 47.902168, 479.467895], [17.560301, 18.277657, 20.637745, 21.030510, 193.230943]]
### 18
fourier: [[16.370987, 17.163138, 19.239505, 19.860086, 185.903469], [15.467336, 16.040998, 18.132130, 18.910083, 190.156483], [33.490031, 34.947127, 39.852946, 40.136671, 377.677826], [56.803592, 59.306457, 67.521019, 67.994882, 694.686567], [17.576904, 18.322693, 20.884811, 21.075855, 209.356582], [11.092700, 11.405193, 12.624392, 13.442706, 137.054427], [10.476543, 10.835856, 12.115540, 12.888866, 124.231360], [19.699288, 20.597801, 23.486098, 23.721248, 222.113048], [19.464810, 20.304971, 23.030155, 23.111901, 233.198163], [33.654737, 35.225974, 39.811193, 40.855464, 420.719200], [5.226749, 5.286599, 5.400078, 6.439867, 79.838590], [13.160752, 13.809960, 15.478585, 15.950929, 176.048333], [0.650093, 0.678264, 0.693176, 0.742340, 14.452227]]
### 20
fourier: [[14.834107, 15.221953, 16.926372, 17.989332, 200.890943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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[
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0.096737,
0.114957,
-0.140015,
0.195743,
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-0.332668,
-0.174233,
0.041259,
-0.0208,
-0.104734,
-0.215705,
0.005201
],
[
0.14196,
-0.216828,
0.1191,
0.169739,
-0.105137,
0.189012,
-0.218126,
-0.066404,
0.003028,
0.113178,
0.117339,
-0.221503,
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[
0.040711,
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0.245922,
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[
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0.435228,
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-0.204688,
-0.308678
],
[
-0.147671,
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0.139889,
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0.342435,
0.006977,
0.341645,
0.185599,
-0.217445,
0.185031,
0.287267,
0.136101
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[
-0.192513,
0.092972,
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0.019987,
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0.007312,
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0.313446,
-0.275922,
0.00934,
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0.1268,
0.09577,
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],
"network.18.bias": [
0.103555,
0.022721,
0.301436,
0.12203,
0.041221,
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0.034276,
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"network.20.weight": [
[
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"network.20.bias": [
-0.167331
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}
## Activation Signature
### 0
fourier: [[19.387125, 20.216810, 20.366636, 23.129148, 37.438241], [17.369719, 18.054876, 20.809344, 22.499800, 41.569167], [13.550132, 16.212086, 16.411460, 16.992263, 19.984970], [23.415576, 23.891426, 26.744137, 27.484143, 85.564670], [23.334698, 23.486742, 24.901801, 27.758471, 33.665778], [19.212158, 20.352962, 22.316369, 22.922629, 138.133259], [9.269683, 9.386816, 9.661640, 12.663440, 56.158074], [22.619535, 23.194858, 30.882998, 31.587139, 186.645286], [26.882726, 27.580395, 30.960596, 35.509822, 80.859221], [18.427660, 18.588797, 22.427240, 25.145416, 132.460220], [13.437815, 15.685574, 17.937748, 18.477164, 22.457777], [12.985116, 13.497217, 15.266710, 18.743665, 57.188516], [24.500721, 25.813611, 28.806902, 30.408059, 208.669563]]
### 2
fourier: [[11.263461, 11.544298, 11.562260, 12.902405, 117.136610], [12.797020, 13.184450, 13.846059, 13.881043, 125.268065], [13.314825, 14.198302, 14.485627, 15.041224, 79.872080], [23.570631, 24.677819, 27.886806, 27.909745, 184.218466], [5.075988, 5.123253, 5.407049, 5.700006, 28.284354], [19.205406, 20.786776, 20.833820, 22.099794, 137.960836], [11.553074, 12.410387, 12.856195, 13.646162, 73.682026], [14.061939, 15.387624, 15.781542, 18.378649, 92.082440], [17.187487, 17.624537, 18.805397, 22.620214, 78.733285], [15.391961, 15.417547, 17.765661, 18.087395, 135.085687], [16.378345, 16.617981, 18.645419, 18.774600, 144.172087], [8.108621, 8.130977, 8.644109, 9.255197, 91.972263], [14.902241, 15.296077, 15.629014, 16.949377, 107.568931]]
### 4
fourier: [[5.894759, 6.034624, 6.485888, 8.733175, 25.824059], [16.054512, 16.180709, 16.763361, 18.405263, 39.892326], [6.181289, 6.627127, 6.850783, 8.306026, 102.078223], [7.924267, 8.292552, 9.081607, 9.419346, 82.750605], [13.062581, 13.105315, 15.506959, 16.584353, 26.204565], [4.073507, 4.437769, 4.553459, 4.846590, 50.282834], [5.937640, 6.702926, 6.760648, 7.630851, 112.712505], [11.135529, 11.586772, 11.988905, 13.592579, 91.085932], [6.323729, 7.078487, 7.176959, 7.177702, 98.297005], [18.492001, 18.497599, 19.999552, 20.515905, 168.380088], [10.652966, 11.503836, 12.327456, 13.929773, 104.271536], [2.661371, 2.683441, 3.713788, 4.091484, 75.975550], [20.509782, 21.244969, 21.553603, 22.259478, 138.238121]]
### 6
fourier: [[8.253207, 8.512460, 9.802211, 11.223837, 59.009066], [6.721194, 6.772683, 6.847740, 7.773782, 77.351256], [8.799104, 9.297989, 9.501252, 9.962512, 13.461317], [7.510595, 7.662778, 8.277062, 10.122974, 11.079620], [8.577565, 9.816159, 9.926161, 10.280704, 74.081253], [16.457788, 16.671654, 16.876194, 20.368703, 68.034567], [6.028761, 6.321675, 6.517593, 7.174838, 8.241919], [10.605753, 10.628546, 11.344853, 12.864535, 41.190467], [6.620600, 6.964961, 7.271807, 8.290752, 51.867643], [11.316254, 11.471574, 12.433622, 13.574451, 135.204025], [5.123635, 5.274317, 5.461547, 5.975773, 82.187906], [12.590546, 13.604655, 15.668007, 18.660443, 159.265575], [4.610607, 4.882474, 5.761332, 7.463955, 65.552197]]
### 8
fourier: [[2.947307, 2.962986, 3.298238, 3.994576, 61.726304], [11.916517, 11.953481, 13.490050, 14.521653, 160.243495], [5.867439, 6.337188, 7.024364, 8.192196, 76.834849], [11.391056, 11.758681, 13.033785, 13.166735, 25.820927], [9.799602, 10.412352, 11.406982, 12.585117, 112.084161], [12.127403, 12.820443, 13.189071, 14.259016, 155.908720], [12.773719, 13.213731, 13.500425, 14.218240, 118.239050], [9.811541, 11.447785, 11.578372, 11.899260, 46.870540], [1.836325, 2.285106, 2.424498, 2.714247, 56.392490], [9.752176, 10.887815, 11.542461, 12.260226, 102.094443], [10.294854, 10.489582, 12.050950, 12.288146, 58.385882], [11.270757, 12.551659, 14.094028, 14.592179, 82.510139], [12.367427, 12.482610, 13.897936, 14.861540, 128.890965]]
### 10
fourier: [[19.517322, 20.549296, 22.522157, 24.050975, 201.618838], [24.863895, 25.370027, 28.174224, 29.581005, 281.682828], [6.536344, 7.033736, 7.317591, 8.650794, 95.759060], [5.081621, 5.411773, 5.911504, 6.388541, 91.032649], [15.378716, 15.549310, 17.282521, 18.708520, 126.944513], [13.174302, 15.802767, 16.034437, 17.269992, 103.840697], [7.800310, 8.336651, 8.359863, 9.235429, 103.068946], [12.115435, 13.992501, 14.608731, 16.577674, 130.603467], [14.376157, 14.513752, 16.169910, 17.778377, 137.731601], [19.417309, 19.744375, 21.541084, 23.002015, 214.874804], [24.003649, 24.057175, 26.894047, 28.472709, 241.130569], [18.570440, 19.210778, 21.560798, 22.230665, 198.330907], [5.385765, 5.449344, 6.044938, 6.782168, 86.308568]]
### 12
fourier: [[11.317403, 11.664295, 13.347902, 14.070035, 132.447270], [20.699203, 21.548483, 24.330991, 24.347881, 217.707570], [25.717617, 26.252719, 29.808372, 31.805093, 328.148962], [13.791590, 14.144369, 16.262542, 16.843201, 122.549161], [25.574502, 26.261978, 29.864576, 31.391904, 316.195974], [20.309892, 20.815889, 23.497191, 24.462965, 245.546734], [20.737693, 21.244023, 23.754471, 24.333245, 226.533504], [27.929063, 29.248478, 32.823346, 33.166323, 297.371983], [24.806023, 25.987847, 28.945662, 29.614517, 282.886162], [33.187389, 34.642142, 39.427750, 39.453278, 389.765095], [21.630393, 22.569205, 25.364513, 25.816427, 224.649648], [5.755179, 5.878261, 6.746511, 6.891763, 90.682164], [11.508209, 12.293001, 12.306220, 13.830039, 98.555245]]
### 14
fourier: [[44.797010, 46.643696, 52.251768, 53.855571, 495.696111], [20.011871, 20.942566, 23.387386, 23.953462, 236.133643], [37.396576, 38.992576, 44.036127, 44.758888, 412.007720], [22.590617, 23.248642, 26.649343, 27.592566, 301.661121], [23.017958, 24.089581, 27.135901, 27.438488, 267.190569], [34.670076, 36.081693, 40.984961, 41.524886, 402.931464], [58.583845, 60.867586, 69.738457, 70.094129, 712.299337], [15.225204, 15.781997, 17.931432, 18.251957, 177.358171], [16.007890, 16.690109, 18.010008, 19.690205, 176.394568], [7.948925, 8.285168, 8.316670, 9.942359, 45.094413], [15.481911, 16.025775, 18.467551, 18.660321, 192.404720], [54.706012, 56.875313, 64.395199, 65.754302, 637.259657], [15.079830, 15.613744, 17.710157, 17.943879, 187.904288]]
### 16
fourier: [[32.928758, 34.369791, 38.770306, 39.650413, 368.932231], [57.482462, 59.918282, 68.240613, 69.109308, 691.994989], [26.428605, 27.525017, 31.291485, 31.437580, 310.790838], [9.440654, 9.817079, 11.134084, 11.601192, 104.359117], [12.043909, 12.558502, 14.108428, 14.488392, 143.453507], [35.425868, 36.938516, 41.725502, 42.421005, 401.036337], [28.684823, 29.844135, 34.337822, 34.405156, 349.559236], [22.981162, 23.960040, 27.328881, 27.691229, 260.500377], [44.126126, 45.995887, 51.012426, 53.328493, 502.987677], [42.244423, 44.055296, 50.233499, 50.343238, 513.861936], [44.022128, 45.866026, 51.426301, 53.212916, 482.573623], [40.022119, 41.719156, 47.037871, 47.902168, 479.467895], [17.560301, 18.277657, 20.637745, 21.030510, 193.230943]]
### 18
fourier: [[16.370987, 17.163138, 19.239505, 19.860086, 185.903469], [15.467336, 16.040998, 18.132130, 18.910083, 190.156483], [33.490031, 34.947127, 39.852946, 40.136671, 377.677826], [56.803592, 59.306457, 67.521019, 67.994882, 694.686567], [17.576904, 18.322693, 20.884811, 21.075855, 209.356582], [11.092700, 11.405193, 12.624392, 13.442706, 137.054427], [10.476543, 10.835856, 12.115540, 12.888866, 124.231360], [19.699288, 20.597801, 23.486098, 23.721248, 222.113048], [19.464810, 20.304971, 23.030155, 23.111901, 233.198163], [33.654737, 35.225974, 39.811193, 40.855464, 420.719200], [5.226749, 5.286599, 5.400078, 6.439867, 79.838590], [13.160752, 13.809960, 15.478585, 15.950929, 176.048333], [0.650093, 0.678264, 0.693176, 0.742340, 14.452227]]
### 20
fourier: [[14.834107, 15.221953, 16.926372, 17.989332, 200.890943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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{"fourier": [26.88272648122351, 27.580394558403526, 30.960596497601557, 35.509822301550926, 80.859221175313]}, "9": {"fourier": [18.42766009564244, 18.588797215646014, 22.427240244424286, 25.14541597977516, 132.46022028476]}, "10": {"fourier": [13.43781527956918, 15.685574077735511, 17.93774781763243, 18.47716393889903, 22.457777335576683]}, "11": {"fourier": [12.985116129844853, 13.497216875163808, 15.266709786456875, 18.74366499054915, 57.188516050577164]}, "12": {"fourier": [24.500721097337877, 25.81361071096734, 28.806901808033345, 30.408059328597524, 208.66956263780594]}}, "layer_info": {"num_neurons": 13, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [11.263461340584517, 11.544298424140365, 11.562259906852427, 12.902405070493824, 117.13661003112793]}, "1": {"fourier": [12.797019847613221, 13.184449814119484, 13.84605870932531, 13.881042896868436, 125.2680652141571]}, "2": {"fourier": [13.314824643779893, 14.198301531056286, 14.485627050392804, 15.041223587148345, 79.8720802180469]}, "3": {"fourier": [23.57063072579522, 24.67781903433287, 27.88680619064949, 27.909744971392428, 184.21846579015255]}, "4": {"fourier": [5.075987639299479, 5.1232528032146245, 5.4070487593987675, 5.700006039944569, 28.284353528171778]}, "5": {"fourier": [19.20540579789246, 20.786776490804687, 20.833820453685153, 22.099793910274588, 137.96083636581898]}, "6": {"fourier": [11.55307435080285, 12.410387282144328, 12.856194783457804, 13.646162225169443, 73.68202620046213]}, "7": {"fourier": [14.061939115875926, 15.38762387836579, 15.781542085660902, 18.378649066084126, 92.08244041725993]}, "8": {"fourier": [17.187487472556626, 17.624536953848814, 18.805397295015933, 22.620214318207974, 78.7332846224308]}, "9": {"fourier": [15.39196095179681, 15.417547041713261, 17.765660888810743, 18.087394740312686, 135.0856865644455]}, "10": {"fourier": [16.378344822540786, 16.617981075117026, 18.645418674577428, 18.77460020081031, 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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6894508898258209, "train_acc": 0.545, "val_loss": 0.6778072118759155, "val_acc": 0.62}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6878281235694885, "train_acc": 0.545, "val_loss": 0.6745744347572327, "val_acc": 0.62}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6891579926013947, "train_acc": 0.545, "val_loss": 0.6688417196273804, "val_acc": 0.62}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6862325370311737, "train_acc": 0.545, "val_loss": 0.6387699842453003, "val_acc": 0.62}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.6552173793315887, "train_acc": 0.47, "val_loss": 0.5160855054855347, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5642443597316742, "train_acc": 0.73, "val_loss": 0.616015613079071, "val_acc": 0.62}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.5519176125526428, "train_acc": 0.75, "val_loss": 0.7200624346733093, "val_acc": 0.58}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.48857197165489197, "train_acc": 0.73, "val_loss": 0.5736578106880188, "val_acc": 0.6}], "summary": {"total_epochs": 8, "degraded_epochs": 4, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.6778072118759155, "final_val_loss": 0.6387699842453003, "initial_val_acc": 0.62, "final_val_acc": 0.62, "best_val_acc": 0.62}, "improved_stage": {"initial_val_loss": 0.5160855054855347, "final_val_loss": 0.5736578106880188, "initial_val_acc": 0.8, "final_val_acc": 0.6, "best_val_acc": 0.8, "best_epoch": 4}, "improvement": 0.18000000000000005, "first_improvement_epoch": 3}}
|
9,940
|
{"target_pattern": "vowel_consonant", "degraded_accuracy": 0.58, "improved_accuracy": 0.78, "improvement": 0.20000000000000007, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7011, "learning_rate": 0.04074221921491131, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "vowel_consonant", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["vowel_consonant"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.745019, 18.844469, 21.184096, 22.581154, 184.172436], [14.701338, 15.225078, 15.747984, 18.652741, 42.350420], [13.930059, 13.991535, 15.467299, 18.375362, 30.406623], [15.877154, 17.597613, 18.579784, 23.042323, 53.106952], [17.014446, 18.718449, 18.744906, 21.195365, 39.569907], [26.644993, 27.543407, 29.329968, 32.409649, 95.755689], [24.031155, 28.656010, 29.198534, 32.424825, 183.275371], [18.421246, 18.468849, 18.706679, 21.380166, 121.764575], [17.503124, 17.830881, 17.869514, 17.892078, 18.707513], [25.099413, 29.862241, 31.354048, 31.357528, 213.623204], [16.436674, 16.899208, 18.175395, 20.487312, 102.664243], [20.921921, 21.689110, 22.102191, 22.995666, 54.961984], [20.174331, 20.514627, 21.636629, 23.225958, 114.537805], [10.842408, 10.876131, 13.422157, 13.627130, 27.446465], [20.055699, 21.198853, 21.373431, 23.115517, 65.933865]]
### 2
fourier: [[14.375542, 14.455166, 16.190192, 16.677899, 121.014165], [15.948508, 18.114831, 18.800093, 19.151119, 21.755917], [6.363197, 6.980950, 7.273330, 7.810312, 52.601087], [8.021124, 8.685333, 8.702472, 8.780597, 58.557280], [19.200793, 19.588835, 20.718735, 21.909728, 106.273190], [10.083420, 10.396817, 10.811730, 12.657973, 13.741762], [17.416630, 19.160955, 19.262140, 21.131105, 137.136491], [16.327327, 16.571004, 17.971661, 19.917842, 77.152767], [15.660991, 15.667374, 16.179932, 17.510404, 98.549077], [6.779688, 6.914525, 7.094024, 7.183157, 72.563976], [7.586924, 8.125468, 8.225500, 8.818674, 50.151362], [9.173191, 9.187523, 11.838828, 14.898643, 126.765439], [18.958939, 19.866662, 21.326844, 22.049179, 154.444008], [10.933019, 12.024978, 12.047808, 12.663707, 26.428869], [11.381541, 12.059171, 12.281380, 14.223045, 31.364911]]
### 4
fourier: [[6.477554, 6.950355, 7.035543, 7.764855, 87.938237], [13.658902, 14.027722, 14.331363, 15.030489, 40.195821], [15.118620, 15.391071, 15.411742, 16.583892, 73.182079], [9.765009, 9.907055, 10.057145, 10.375030, 10.907558], [7.972359, 8.621928, 8.642582, 10.493280, 36.447455], [4.703762, 4.944146, 5.002785, 5.004373, 24.426563], [12.328492, 12.931906, 13.808603, 15.619439, 70.458318], [1.677481, 1.933163, 2.027172, 2.611024, 50.285414], [17.258792, 17.544145, 18.244293, 18.633895, 47.284223], [12.706873, 13.042901, 13.226768, 14.644846, 56.301389], [3.636792, 3.700178, 3.744525, 4.002990, 9.104443], [5.958516, 6.257329, 6.783558, 6.877899, 63.759901], [3.311876, 3.403886, 3.540294, 3.980089, 76.632124], [2.357297, 2.379651, 2.391368, 2.889759, 14.240710], [17.562505, 17.981107, 18.223966, 20.202988, 56.977839]]
### 6
fourier: [[19.073094, 20.515879, 20.758672, 24.624636, 72.596894], [15.732381, 16.041086, 16.567798, 20.503634, 133.554528], [20.582025, 21.881010, 22.340280, 26.106192, 47.436507], [4.414756, 4.726513, 4.772794, 6.343193, 17.846469], [20.532725, 20.541926, 21.377335, 26.358754, 142.263920], [11.758531, 12.670606, 12.852027, 14.578542, 19.690766], [18.820519, 19.410829, 19.660038, 24.966441, 137.312971], [1.080388, 1.083841, 1.111384, 1.468112, 37.358258], [8.909030, 9.090891, 9.349715, 11.716810, 107.765668], [5.196577, 5.303516, 5.566583, 7.288303, 9.165513], [9.993533, 10.030474, 10.255728, 11.036600, 13.904782], [2.761758, 3.007148, 3.438484, 3.466581, 17.652836], [9.667796, 9.746616, 9.953940, 11.927178, 105.187994], [9.692430, 10.354928, 10.691631, 11.858331, 19.728968], [28.592688, 30.130638, 30.511242, 36.329349, 90.705021]]
### 8
fourier: [[11.918605, 12.275611, 12.341158, 13.267697, 14.750526], [13.273726, 13.443845, 13.836238, 15.016825, 17.323178], [3.737104, 3.847100, 4.100593, 4.636090, 9.870214], [6.385174, 6.439147, 6.689103, 6.812248, 40.542738], [14.315522, 14.584595, 14.826613, 15.750709, 17.335136], [13.625167, 13.728656, 14.277932, 15.309354, 17.909302], [17.492574, 18.542944, 20.036607, 23.606765, 58.949215], [16.101799, 16.113396, 16.686724, 17.881853, 20.586910], [15.775194, 15.907555, 16.646444, 17.721116, 21.218675], [11.480552, 11.858126, 11.995293, 12.763072, 14.475282], [12.486859, 13.274941, 14.229617, 17.197042, 19.029012], [10.367717, 10.578700, 11.095917, 11.972710, 14.246132], [19.230990, 19.925448, 20.265916, 21.627206, 25.315352], [6.296350, 6.748819, 7.213634, 8.029598, 47.836822], [14.506237, 14.508138, 15.722306, 17.625375, 21.443996]]
### 10
fourier: [[14.727550, 15.295674, 16.580356, 18.889316, 51.134987], [14.318177, 14.524235, 15.461244, 17.052369, 39.055321], [18.590750, 18.854038, 19.588519, 21.317713, 74.080527], [8.834390, 9.438572, 10.171667, 12.327174, 20.766396], [12.609125, 12.856998, 13.102691, 13.498053, 48.636462], [5.374175, 5.626780, 5.906951, 6.680474, 6.931765], [5.274608, 5.587817, 6.484249, 7.723083, 68.407618], [13.245914, 13.319379, 13.781573, 15.120981, 17.788447], [5.689503, 5.708695, 6.237972, 6.380622, 55.722152], [6.762585, 6.850302, 8.086011, 8.979510, 85.839226], [19.943226, 19.972836, 20.769314, 20.851674, 67.400051], [16.762577, 16.993238, 17.755354, 19.364958, 69.339149], [13.154692, 13.243538, 13.588359, 14.335678, 15.715205], [16.269784, 16.357794, 16.567622, 17.722657, 18.031055], [7.106261, 7.343555, 7.750145, 9.005985, 97.260366]]
### 12
fourier: [[11.843119, 12.104320, 13.284713, 13.686129, 50.081219], [9.185084, 9.338223, 9.772143, 10.146866, 63.208160], [19.249023, 19.373939, 20.109418, 21.841020, 39.620956], [23.065818, 23.114168, 23.722657, 25.641302, 33.433207], [13.813595, 13.881410, 14.406156, 15.291352, 86.377109], [8.494636, 8.764258, 9.225500, 9.403252, 85.381362], [14.926171, 15.054862, 15.573539, 16.994710, 69.788447], [11.880721, 12.071928, 12.411193, 12.773412, 53.231083], [18.143955, 18.351158, 18.965189, 19.439429, 80.511222], [12.208850, 12.275303, 12.473080, 13.464976, 56.962824], [18.532774, 18.768291, 18.817234, 20.171184, 52.857909], [4.743666, 5.278445, 5.533146, 6.688637, 6.883484], [11.124389, 11.199564, 11.422151, 12.307523, 83.525860], [14.372292, 14.763631, 14.999658, 16.263834, 69.986310], [7.246054, 7.728596, 8.255572, 9.967135, 12.737449]]
### 14
fourier: [[18.049222, 18.153968, 18.423876, 19.906731, 57.396850], [13.308027, 13.683653, 13.792541, 14.635450, 33.010984], [7.552932, 8.425495, 9.066933, 11.031680, 25.030343], [17.518801, 17.901808, 18.737077, 20.607869, 34.038208], [13.946865, 14.471228, 15.205224, 16.874045, 35.926596], [25.408239, 25.570196, 25.971797, 28.051116, 89.565565], [13.584048, 13.671905, 13.948634, 15.104176, 41.216092], [15.024537, 15.424662, 15.561172, 16.579897, 68.869573], [12.955606, 13.123798, 13.156732, 13.691466, 14.992900], [18.576052, 18.670227, 19.070030, 19.897676, 21.902733], [10.490450, 10.905377, 11.339671, 12.204516, 41.072327], [9.446291, 9.478386, 9.937319, 9.945649, 60.766852], [10.369420, 10.754119, 11.524450, 12.199107, 54.541844], [16.705593, 16.858221, 16.998212, 18.447419, 77.305978], [16.692617, 17.425008, 18.311958, 20.335861, 29.893332]]
### 16
fourier: [[4.285303, 4.554281, 4.953939, 6.224413, 53.539880], [22.415112, 23.212117, 23.223749, 24.835539, 105.931151], [16.166381, 16.261706, 16.593534, 18.035095, 40.677503], [17.349448, 18.181014, 19.224102, 21.523126, 35.235348], [4.270704, 4.562166, 4.698602, 5.241517, 8.455534], [9.171900, 9.393053, 9.687100, 10.396428, 52.451340], [4.470961, 4.498888, 5.424384, 6.058510, 59.890893], [14.701548, 14.823954, 14.939826, 15.934019, 30.067531], [21.564885, 21.947798, 22.696618, 22.872184, 80.799279], [19.252660, 19.436614, 19.508623, 20.909310, 35.429230], [10.284249, 10.342834, 10.994406, 11.917132, 13.679117], [10.830055, 11.246050, 12.223357, 12.800491, 61.502084], [23.852482, 23.997470, 24.528130, 25.391314, 99.784206], [11.339549, 11.346441, 12.863795, 13.309325, 81.713688], [13.619982, 13.859101, 15.210753, 16.609073, 95.342860]]
### 18
fourier: [[19.829015, 20.181368, 22.763059, 23.188875, 133.041936], [5.447620, 5.923933, 6.382497, 7.357401, 24.502191], [13.920852, 14.232097, 15.064696, 16.470846, 103.099929], [16.615964, 16.900303, 18.548813, 19.528354, 114.903885], [4.061744, 4.165397, 4.266174, 4.331900, 9.802405], [13.686771, 13.884129, 14.818726, 15.530724, 95.701483], [13.024099, 13.131041, 14.696514, 15.313197, 92.207398], [2.019898, 2.082893, 2.224185, 2.230087, 3.933467], [11.176340, 11.621418, 12.388734, 13.105075, 88.751111], [7.738457, 7.840518, 8.444573, 8.816037, 59.375354], [13.441397, 13.852283, 14.148834, 15.072922, 59.007339], [17.192744, 17.327051, 19.194448, 20.075663, 142.135272], [19.012987, 20.044343, 20.124463, 22.144082, 92.993609], [14.852911, 15.593892, 16.652631, 17.680266, 74.481887], [12.196979, 12.237535, 13.660936, 13.937533, 83.896153]]
### 20
fourier: [[8.104410, 8.309115, 9.329869, 9.591359, 68.792256]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
vowel_consonant
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.745019, 18.844469, 21.184096, 22.581154, 184.172436], [14.701338, 15.225078, 15.747984, 18.652741, 42.350420], [13.930059, 13.991535, 15.467299, 18.375362, 30.406623], [15.877154, 17.597613, 18.579784, 23.042323, 53.106952], [17.014446, 18.718449, 18.744906, 21.195365, 39.569907], [26.644993, 27.543407, 29.329968, 32.409649, 95.755689], [24.031155, 28.656010, 29.198534, 32.424825, 183.275371], [18.421246, 18.468849, 18.706679, 21.380166, 121.764575], [17.503124, 17.830881, 17.869514, 17.892078, 18.707513], [25.099413, 29.862241, 31.354048, 31.357528, 213.623204], [16.436674, 16.899208, 18.175395, 20.487312, 102.664243], [20.921921, 21.689110, 22.102191, 22.995666, 54.961984], [20.174331, 20.514627, 21.636629, 23.225958, 114.537805], [10.842408, 10.876131, 13.422157, 13.627130, 27.446465], [20.055699, 21.198853, 21.373431, 23.115517, 65.933865]]
### 2
fourier: [[14.375542, 14.455166, 16.190192, 16.677899, 121.014165], [15.948508, 18.114831, 18.800093, 19.151119, 21.755917], [6.363197, 6.980950, 7.273330, 7.810312, 52.601087], [8.021124, 8.685333, 8.702472, 8.780597, 58.557280], [19.200793, 19.588835, 20.718735, 21.909728, 106.273190], [10.083420, 10.396817, 10.811730, 12.657973, 13.741762], [17.416630, 19.160955, 19.262140, 21.131105, 137.136491], [16.327327, 16.571004, 17.971661, 19.917842, 77.152767], [15.660991, 15.667374, 16.179932, 17.510404, 98.549077], [6.779688, 6.914525, 7.094024, 7.183157, 72.563976], [7.586924, 8.125468, 8.225500, 8.818674, 50.151362], [9.173191, 9.187523, 11.838828, 14.898643, 126.765439], [18.958939, 19.866662, 21.326844, 22.049179, 154.444008], [10.933019, 12.024978, 12.047808, 12.663707, 26.428869], [11.381541, 12.059171, 12.281380, 14.223045, 31.364911]]
### 4
fourier: [[6.477554, 6.950355, 7.035543, 7.764855, 87.938237], [13.658902, 14.027722, 14.331363, 15.030489, 40.195821], [15.118620, 15.391071, 15.411742, 16.583892, 73.182079], [9.765009, 9.907055, 10.057145, 10.375030, 10.907558], [7.972359, 8.621928, 8.642582, 10.493280, 36.447455], [4.703762, 4.944146, 5.002785, 5.004373, 24.426563], [12.328492, 12.931906, 13.808603, 15.619439, 70.458318], [1.677481, 1.933163, 2.027172, 2.611024, 50.285414], [17.258792, 17.544145, 18.244293, 18.633895, 47.284223], [12.706873, 13.042901, 13.226768, 14.644846, 56.301389], [3.636792, 3.700178, 3.744525, 4.002990, 9.104443], [5.958516, 6.257329, 6.783558, 6.877899, 63.759901], [3.311876, 3.403886, 3.540294, 3.980089, 76.632124], [2.357297, 2.379651, 2.391368, 2.889759, 14.240710], [17.562505, 17.981107, 18.223966, 20.202988, 56.977839]]
### 6
fourier: [[19.073094, 20.515879, 20.758672, 24.624636, 72.596894], [15.732381, 16.041086, 16.567798, 20.503634, 133.554528], [20.582025, 21.881010, 22.340280, 26.106192, 47.436507], [4.414756, 4.726513, 4.772794, 6.343193, 17.846469], [20.532725, 20.541926, 21.377335, 26.358754, 142.263920], [11.758531, 12.670606, 12.852027, 14.578542, 19.690766], [18.820519, 19.410829, 19.660038, 24.966441, 137.312971], [1.080388, 1.083841, 1.111384, 1.468112, 37.358258], [8.909030, 9.090891, 9.349715, 11.716810, 107.765668], [5.196577, 5.303516, 5.566583, 7.288303, 9.165513], [9.993533, 10.030474, 10.255728, 11.036600, 13.904782], [2.761758, 3.007148, 3.438484, 3.466581, 17.652836], [9.667796, 9.746616, 9.953940, 11.927178, 105.187994], [9.692430, 10.354928, 10.691631, 11.858331, 19.728968], [28.592688, 30.130638, 30.511242, 36.329349, 90.705021]]
### 8
fourier: [[11.918605, 12.275611, 12.341158, 13.267697, 14.750526], [13.273726, 13.443845, 13.836238, 15.016825, 17.323178], [3.737104, 3.847100, 4.100593, 4.636090, 9.870214], [6.385174, 6.439147, 6.689103, 6.812248, 40.542738], [14.315522, 14.584595, 14.826613, 15.750709, 17.335136], [13.625167, 13.728656, 14.277932, 15.309354, 17.909302], [17.492574, 18.542944, 20.036607, 23.606765, 58.949215], [16.101799, 16.113396, 16.686724, 17.881853, 20.586910], [15.775194, 15.907555, 16.646444, 17.721116, 21.218675], [11.480552, 11.858126, 11.995293, 12.763072, 14.475282], [12.486859, 13.274941, 14.229617, 17.197042, 19.029012], [10.367717, 10.578700, 11.095917, 11.972710, 14.246132], [19.230990, 19.925448, 20.265916, 21.627206, 25.315352], [6.296350, 6.748819, 7.213634, 8.029598, 47.836822], [14.506237, 14.508138, 15.722306, 17.625375, 21.443996]]
### 10
fourier: [[14.727550, 15.295674, 16.580356, 18.889316, 51.134987], [14.318177, 14.524235, 15.461244, 17.052369, 39.055321], [18.590750, 18.854038, 19.588519, 21.317713, 74.080527], [8.834390, 9.438572, 10.171667, 12.327174, 20.766396], [12.609125, 12.856998, 13.102691, 13.498053, 48.636462], [5.374175, 5.626780, 5.906951, 6.680474, 6.931765], [5.274608, 5.587817, 6.484249, 7.723083, 68.407618], [13.245914, 13.319379, 13.781573, 15.120981, 17.788447], [5.689503, 5.708695, 6.237972, 6.380622, 55.722152], [6.762585, 6.850302, 8.086011, 8.979510, 85.839226], [19.943226, 19.972836, 20.769314, 20.851674, 67.400051], [16.762577, 16.993238, 17.755354, 19.364958, 69.339149], [13.154692, 13.243538, 13.588359, 14.335678, 15.715205], [16.269784, 16.357794, 16.567622, 17.722657, 18.031055], [7.106261, 7.343555, 7.750145, 9.005985, 97.260366]]
### 12
fourier: [[11.843119, 12.104320, 13.284713, 13.686129, 50.081219], [9.185084, 9.338223, 9.772143, 10.146866, 63.208160], [19.249023, 19.373939, 20.109418, 21.841020, 39.620956], [23.065818, 23.114168, 23.722657, 25.641302, 33.433207], [13.813595, 13.881410, 14.406156, 15.291352, 86.377109], [8.494636, 8.764258, 9.225500, 9.403252, 85.381362], [14.926171, 15.054862, 15.573539, 16.994710, 69.788447], [11.880721, 12.071928, 12.411193, 12.773412, 53.231083], [18.143955, 18.351158, 18.965189, 19.439429, 80.511222], [12.208850, 12.275303, 12.473080, 13.464976, 56.962824], [18.532774, 18.768291, 18.817234, 20.171184, 52.857909], [4.743666, 5.278445, 5.533146, 6.688637, 6.883484], [11.124389, 11.199564, 11.422151, 12.307523, 83.525860], [14.372292, 14.763631, 14.999658, 16.263834, 69.986310], [7.246054, 7.728596, 8.255572, 9.967135, 12.737449]]
### 14
fourier: [[18.049222, 18.153968, 18.423876, 19.906731, 57.396850], [13.308027, 13.683653, 13.792541, 14.635450, 33.010984], [7.552932, 8.425495, 9.066933, 11.031680, 25.030343], [17.518801, 17.901808, 18.737077, 20.607869, 34.038208], [13.946865, 14.471228, 15.205224, 16.874045, 35.926596], [25.408239, 25.570196, 25.971797, 28.051116, 89.565565], [13.584048, 13.671905, 13.948634, 15.104176, 41.216092], [15.024537, 15.424662, 15.561172, 16.579897, 68.869573], [12.955606, 13.123798, 13.156732, 13.691466, 14.992900], [18.576052, 18.670227, 19.070030, 19.897676, 21.902733], [10.490450, 10.905377, 11.339671, 12.204516, 41.072327], [9.446291, 9.478386, 9.937319, 9.945649, 60.766852], [10.369420, 10.754119, 11.524450, 12.199107, 54.541844], [16.705593, 16.858221, 16.998212, 18.447419, 77.305978], [16.692617, 17.425008, 18.311958, 20.335861, 29.893332]]
### 16
fourier: [[4.285303, 4.554281, 4.953939, 6.224413, 53.539880], [22.415112, 23.212117, 23.223749, 24.835539, 105.931151], [16.166381, 16.261706, 16.593534, 18.035095, 40.677503], [17.349448, 18.181014, 19.224102, 21.523126, 35.235348], [4.270704, 4.562166, 4.698602, 5.241517, 8.455534], [9.171900, 9.393053, 9.687100, 10.396428, 52.451340], [4.470961, 4.498888, 5.424384, 6.058510, 59.890893], [14.701548, 14.823954, 14.939826, 15.934019, 30.067531], [21.564885, 21.947798, 22.696618, 22.872184, 80.799279], [19.252660, 19.436614, 19.508623, 20.909310, 35.429230], [10.284249, 10.342834, 10.994406, 11.917132, 13.679117], [10.830055, 11.246050, 12.223357, 12.800491, 61.502084], [23.852482, 23.997470, 24.528130, 25.391314, 99.784206], [11.339549, 11.346441, 12.863795, 13.309325, 81.713688], [13.619982, 13.859101, 15.210753, 16.609073, 95.342860]]
### 18
fourier: [[19.829015, 20.181368, 22.763059, 23.188875, 133.041936], [5.447620, 5.923933, 6.382497, 7.357401, 24.502191], [13.920852, 14.232097, 15.064696, 16.470846, 103.099929], [16.615964, 16.900303, 18.548813, 19.528354, 114.903885], [4.061744, 4.165397, 4.266174, 4.331900, 9.802405], [13.686771, 13.884129, 14.818726, 15.530724, 95.701483], [13.024099, 13.131041, 14.696514, 15.313197, 92.207398], [2.019898, 2.082893, 2.224185, 2.230087, 3.933467], [11.176340, 11.621418, 12.388734, 13.105075, 88.751111], [7.738457, 7.840518, 8.444573, 8.816037, 59.375354], [13.441397, 13.852283, 14.148834, 15.072922, 59.007339], [17.192744, 17.327051, 19.194448, 20.075663, 142.135272], [19.012987, 20.044343, 20.124463, 22.144082, 92.993609], [14.852911, 15.593892, 16.652631, 17.680266, 74.481887], [12.196979, 12.237535, 13.660936, 13.937533, 83.896153]]
### 20
fourier: [[8.104410, 8.309115, 9.329869, 9.591359, 68.792256]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
vowel_consonant
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.686337798833847, "train_acc": 0.555, "val_loss": 0.6803131103515625, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.686328798532486, "train_acc": 0.555, "val_loss": 0.6675798892974854, "val_acc": 0.58}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6571688652038574, "train_acc": 0.6, "val_loss": 0.6475670337677002, "val_acc": 0.62}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6170617043972015, "train_acc": 0.665, "val_loss": 1.8404896259307861, "val_acc": 0.6}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 1.4577034711837769, "train_acc": 0.57, "val_loss": 0.5877325534820557, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.6486980617046356, "train_acc": 0.535, "val_loss": 1.2009015083312988, "val_acc": 0.64}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.8566939532756805, "train_acc": 0.67, "val_loss": 0.5465737581253052, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.6407527923583984, "train_acc": 0.665, "val_loss": 0.6217027902603149, "val_acc": 0.58}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.6690285801887512, "train_acc": 0.48, "val_loss": 0.6319085359573364, "val_acc": 0.58}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.6694798469543457, "train_acc": 0.48, "val_loss": 0.6003510355949402, "val_acc": 0.62}], "summary": {"total_epochs": 10, "degraded_epochs": 5, "improved_epochs": 5, "patterns": ["vowel_consonant"], "degraded_stage": {"initial_val_loss": 0.6803131103515625, "final_val_loss": 0.5877325534820557, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 1.2009015083312988, "final_val_loss": 0.6003510355949402, "initial_val_acc": 0.64, "final_val_acc": 0.62, "best_val_acc": 0.78, "best_epoch": 6}, "improvement": 0.20000000000000007, "first_improvement_epoch": 4}}
|
9,941
|
{"target_pattern": "starts_with", "degraded_accuracy": 0.44, "improved_accuracy": 0.74, "improvement": 0.3, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 9195, "learning_rate": 0.0968330205903761, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "starts_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["starts_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[40.233277, 45.222326, 45.667741, 47.517617, 48.314283], [34.022180, 34.838556, 36.360341, 38.160127, 70.170523], [25.508300, 25.551295, 27.173705, 29.111747, 106.222093], [52.818512, 52.874844, 54.142019, 57.762759, 58.076316], [48.407098, 51.370950, 52.301093, 56.590032, 99.246245], [41.018205, 44.080589, 44.206657, 45.021923, 51.834993], [41.218850, 46.847201, 48.844880, 50.491779, 278.366208], [24.967124, 27.243702, 28.224790, 31.349523, 215.508850], [34.885117, 36.245458, 39.398686, 44.022689, 285.371278], [51.143115, 53.195327, 54.431694, 56.372000, 304.729592], [44.994025, 45.111408, 49.815112, 50.777366, 53.762605], [35.220643, 35.693867, 36.072813, 37.954352, 356.557315], [28.178787, 29.049500, 36.655976, 44.439075, 207.841029], [34.340602, 35.474021, 37.775229, 47.867022, 241.213152]]
### 2
fourier: [[11.492067, 15.433324, 15.761748, 18.732854, 27.882684], [8.932934, 10.462233, 12.215452, 12.572510, 42.786653], [22.252523, 22.860245, 22.987803, 30.690075, 179.494606], [8.405716, 8.476861, 8.653686, 9.947144, 81.685582], [27.388717, 27.541116, 31.469352, 38.199735, 203.440566], [13.131177, 14.693070, 17.411351, 20.939386, 135.697096], [19.378780, 22.846539, 28.756926, 30.837013, 70.988747], [10.611909, 11.405985, 13.701397, 14.122818, 16.023591], [47.268801, 47.731483, 51.015910, 58.997888, 280.719524], [58.065880, 62.041272, 69.133532, 74.370885, 229.572153], [27.937729, 28.374992, 29.876674, 36.659648, 148.546488], [24.799068, 25.953121, 32.545330, 33.716879, 70.946908], [18.329468, 20.968397, 25.107046, 28.020275, 42.028460], [18.414783, 18.776339, 22.537925, 28.025314, 142.160496]]
### 4
fourier: [[8.622404, 8.838155, 9.105171, 9.129490, 75.240526], [15.681631, 17.033179, 23.064415, 23.925475, 84.115383], [19.961861, 22.374370, 29.440774, 32.021231, 130.707094], [4.332855, 4.958428, 5.085679, 6.458708, 41.785652], [21.786210, 22.838223, 30.517558, 33.844033, 88.032037], [3.381960, 3.416221, 4.452906, 5.019512, 20.937821], [16.214833, 17.653358, 23.564329, 25.515079, 66.227244], [20.151574, 22.012124, 29.027344, 30.941257, 124.781958], [3.827355, 4.244195, 5.120114, 5.478135, 22.405671], [14.167180, 14.855343, 19.027472, 19.385102, 115.835162], [33.545743, 37.062576, 47.971855, 53.237316, 152.509499], [14.632483, 15.706708, 18.816261, 22.576613, 65.047318], [2.828909, 2.942331, 3.140750, 3.462959, 16.897012], [11.703515, 12.135283, 14.628671, 16.119030, 89.465209]]
### 6
fourier: [[13.474696, 13.726089, 18.532601, 20.736061, 33.192419], [0.987322, 1.012935, 1.160709, 1.164797, 28.613825], [13.254173, 13.320094, 17.962646, 20.279336, 114.258348], [19.350047, 20.538982, 27.518008, 30.522696, 91.647081], [29.245412, 31.155613, 41.575999, 46.196938, 138.578341], [11.289187, 12.051099, 16.021506, 17.825172, 74.231663], [4.599297, 5.017087, 6.154376, 6.927296, 42.508712], [27.124083, 28.341062, 37.605084, 42.138318, 121.711202], [54.066721, 58.677432, 77.548803, 85.867244, 217.510852], [31.841097, 33.972651, 44.972892, 50.086350, 159.676500], [17.368283, 18.750384, 24.517811, 27.269030, 92.740227], [6.051376, 6.648130, 8.540307, 9.488491, 50.824435], [30.803989, 32.375492, 43.035284, 48.053180, 127.343223], [10.649249, 11.291740, 14.963948, 16.681612, 66.391302]]
### 8
fourier: [[22.595956, 23.678907, 31.609738, 35.118563, 97.503987], [8.150467, 8.601449, 11.170880, 12.634688, 69.059772], [3.216351, 3.484015, 4.391245, 4.877471, 19.161110], [37.877789, 39.201608, 52.586637, 58.834369, 186.289972], [13.207600, 14.332728, 18.301580, 20.800652, 65.637580], [21.654964, 23.017494, 30.543686, 33.977374, 131.347219], [2.914090, 3.022517, 3.032463, 3.565251, 10.861271], [40.285597, 42.456837, 56.620045, 62.878497, 183.018094], [14.631769, 15.520504, 20.497163, 22.993357, 87.467960], [19.633419, 19.858992, 26.822600, 30.191591, 95.744161], [35.055972, 36.465918, 48.793744, 54.645206, 176.300782], [14.827974, 14.864947, 19.843777, 22.464767, 119.273615], [11.549088, 11.786182, 16.201026, 17.712981, 64.160627], [26.709690, 27.931185, 37.364263, 41.635875, 95.242467]]
### 10
fourier: [[8.129416, 8.463165, 11.341991, 12.670318, 41.624429], [22.212939, 22.590700, 30.409693, 34.083339, 108.248396], [19.204268, 20.577139, 26.988551, 29.806510, 65.857686], [27.676224, 29.483288, 38.913412, 43.071137, 87.716962], [4.380632, 4.612583, 5.670143, 6.511637, 38.845141], [19.538439, 19.749793, 26.814524, 29.946678, 127.686849], [5.783994, 6.087919, 7.826836, 8.936914, 36.346614], [1.988058, 2.067727, 2.593933, 2.987039, 6.812329], [12.810264, 13.615252, 17.878365, 17.923564, 19.713907], [30.940026, 32.810506, 43.459090, 48.167173, 99.165629], [8.603500, 8.935243, 12.003908, 13.402404, 40.567364], [16.250237, 17.019227, 22.836893, 25.383696, 58.114385], [21.301070, 22.430956, 29.954579, 33.243992, 138.727275], [10.827296, 11.678953, 12.629106, 16.335595, 17.922559]]
### 12
fourier: [[6.851070, 7.835286, 9.520416, 10.617377, 31.310534], [8.398548, 9.504576, 10.391332, 12.020145, 43.580087], [9.769876, 10.967113, 12.260407, 13.859224, 46.140743], [2.890045, 3.259080, 3.619084, 4.295891, 21.554899], [0.907400, 0.940867, 0.945873, 1.314771, 15.533104], [3.353722, 3.399038, 3.468594, 5.410200, 51.009165], [7.286731, 7.337147, 7.418694, 7.687828, 68.200942], [3.975025, 4.002593, 4.093803, 6.579315, 93.482125], [2.841261, 3.075465, 3.175848, 4.060733, 41.159478], [8.020018, 8.254243, 8.647651, 8.900043, 42.454649], [3.127366, 3.270470, 3.958454, 4.545251, 47.351420], [3.771755, 3.878889, 5.177789, 5.794409, 50.416857], [5.660420, 5.939341, 6.132698, 6.399054, 47.212058], [13.373327, 14.210893, 14.868923, 17.174849, 65.772145]]
### 14
fourier: [[3.529557, 3.553754, 3.611969, 4.553627, 26.357220], [10.433052, 10.482379, 10.483234, 13.001023, 115.495407], [13.789244, 13.885426, 14.177459, 17.828531, 146.003864], [4.602155, 4.604795, 4.663484, 5.824698, 52.502300], [3.872808, 3.917692, 3.954163, 4.810585, 41.578669], [11.564458, 11.605180, 11.734978, 14.747329, 40.103188], [6.129717, 6.181820, 6.347303, 7.983516, 8.684595], [2.546204, 2.685385, 2.687532, 2.756920, 3.424302], [5.318183, 5.320508, 5.411961, 6.727319, 43.947672], [11.265300, 11.317039, 11.537517, 14.471085, 69.037574], [7.536030, 7.603205, 7.813065, 9.261333, 9.839648], [3.780411, 3.832918, 3.935020, 5.006663, 89.794442], [11.483623, 11.533624, 11.538333, 14.309537, 79.621179], [12.211844, 12.269895, 12.464660, 15.665685, 87.018470]]
### 16
fourier: [[5.494242, 5.576387, 5.640368, 6.617379, 14.683643]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
starts_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[40.233277, 45.222326, 45.667741, 47.517617, 48.314283], [34.022180, 34.838556, 36.360341, 38.160127, 70.170523], [25.508300, 25.551295, 27.173705, 29.111747, 106.222093], [52.818512, 52.874844, 54.142019, 57.762759, 58.076316], [48.407098, 51.370950, 52.301093, 56.590032, 99.246245], [41.018205, 44.080589, 44.206657, 45.021923, 51.834993], [41.218850, 46.847201, 48.844880, 50.491779, 278.366208], [24.967124, 27.243702, 28.224790, 31.349523, 215.508850], [34.885117, 36.245458, 39.398686, 44.022689, 285.371278], [51.143115, 53.195327, 54.431694, 56.372000, 304.729592], [44.994025, 45.111408, 49.815112, 50.777366, 53.762605], [35.220643, 35.693867, 36.072813, 37.954352, 356.557315], [28.178787, 29.049500, 36.655976, 44.439075, 207.841029], [34.340602, 35.474021, 37.775229, 47.867022, 241.213152]]
### 2
fourier: [[11.492067, 15.433324, 15.761748, 18.732854, 27.882684], [8.932934, 10.462233, 12.215452, 12.572510, 42.786653], [22.252523, 22.860245, 22.987803, 30.690075, 179.494606], [8.405716, 8.476861, 8.653686, 9.947144, 81.685582], [27.388717, 27.541116, 31.469352, 38.199735, 203.440566], [13.131177, 14.693070, 17.411351, 20.939386, 135.697096], [19.378780, 22.846539, 28.756926, 30.837013, 70.988747], [10.611909, 11.405985, 13.701397, 14.122818, 16.023591], [47.268801, 47.731483, 51.015910, 58.997888, 280.719524], [58.065880, 62.041272, 69.133532, 74.370885, 229.572153], [27.937729, 28.374992, 29.876674, 36.659648, 148.546488], [24.799068, 25.953121, 32.545330, 33.716879, 70.946908], [18.329468, 20.968397, 25.107046, 28.020275, 42.028460], [18.414783, 18.776339, 22.537925, 28.025314, 142.160496]]
### 4
fourier: [[8.622404, 8.838155, 9.105171, 9.129490, 75.240526], [15.681631, 17.033179, 23.064415, 23.925475, 84.115383], [19.961861, 22.374370, 29.440774, 32.021231, 130.707094], [4.332855, 4.958428, 5.085679, 6.458708, 41.785652], [21.786210, 22.838223, 30.517558, 33.844033, 88.032037], [3.381960, 3.416221, 4.452906, 5.019512, 20.937821], [16.214833, 17.653358, 23.564329, 25.515079, 66.227244], [20.151574, 22.012124, 29.027344, 30.941257, 124.781958], [3.827355, 4.244195, 5.120114, 5.478135, 22.405671], [14.167180, 14.855343, 19.027472, 19.385102, 115.835162], [33.545743, 37.062576, 47.971855, 53.237316, 152.509499], [14.632483, 15.706708, 18.816261, 22.576613, 65.047318], [2.828909, 2.942331, 3.140750, 3.462959, 16.897012], [11.703515, 12.135283, 14.628671, 16.119030, 89.465209]]
### 6
fourier: [[13.474696, 13.726089, 18.532601, 20.736061, 33.192419], [0.987322, 1.012935, 1.160709, 1.164797, 28.613825], [13.254173, 13.320094, 17.962646, 20.279336, 114.258348], [19.350047, 20.538982, 27.518008, 30.522696, 91.647081], [29.245412, 31.155613, 41.575999, 46.196938, 138.578341], [11.289187, 12.051099, 16.021506, 17.825172, 74.231663], [4.599297, 5.017087, 6.154376, 6.927296, 42.508712], [27.124083, 28.341062, 37.605084, 42.138318, 121.711202], [54.066721, 58.677432, 77.548803, 85.867244, 217.510852], [31.841097, 33.972651, 44.972892, 50.086350, 159.676500], [17.368283, 18.750384, 24.517811, 27.269030, 92.740227], [6.051376, 6.648130, 8.540307, 9.488491, 50.824435], [30.803989, 32.375492, 43.035284, 48.053180, 127.343223], [10.649249, 11.291740, 14.963948, 16.681612, 66.391302]]
### 8
fourier: [[22.595956, 23.678907, 31.609738, 35.118563, 97.503987], [8.150467, 8.601449, 11.170880, 12.634688, 69.059772], [3.216351, 3.484015, 4.391245, 4.877471, 19.161110], [37.877789, 39.201608, 52.586637, 58.834369, 186.289972], [13.207600, 14.332728, 18.301580, 20.800652, 65.637580], [21.654964, 23.017494, 30.543686, 33.977374, 131.347219], [2.914090, 3.022517, 3.032463, 3.565251, 10.861271], [40.285597, 42.456837, 56.620045, 62.878497, 183.018094], [14.631769, 15.520504, 20.497163, 22.993357, 87.467960], [19.633419, 19.858992, 26.822600, 30.191591, 95.744161], [35.055972, 36.465918, 48.793744, 54.645206, 176.300782], [14.827974, 14.864947, 19.843777, 22.464767, 119.273615], [11.549088, 11.786182, 16.201026, 17.712981, 64.160627], [26.709690, 27.931185, 37.364263, 41.635875, 95.242467]]
### 10
fourier: [[8.129416, 8.463165, 11.341991, 12.670318, 41.624429], [22.212939, 22.590700, 30.409693, 34.083339, 108.248396], [19.204268, 20.577139, 26.988551, 29.806510, 65.857686], [27.676224, 29.483288, 38.913412, 43.071137, 87.716962], [4.380632, 4.612583, 5.670143, 6.511637, 38.845141], [19.538439, 19.749793, 26.814524, 29.946678, 127.686849], [5.783994, 6.087919, 7.826836, 8.936914, 36.346614], [1.988058, 2.067727, 2.593933, 2.987039, 6.812329], [12.810264, 13.615252, 17.878365, 17.923564, 19.713907], [30.940026, 32.810506, 43.459090, 48.167173, 99.165629], [8.603500, 8.935243, 12.003908, 13.402404, 40.567364], [16.250237, 17.019227, 22.836893, 25.383696, 58.114385], [21.301070, 22.430956, 29.954579, 33.243992, 138.727275], [10.827296, 11.678953, 12.629106, 16.335595, 17.922559]]
### 12
fourier: [[6.851070, 7.835286, 9.520416, 10.617377, 31.310534], [8.398548, 9.504576, 10.391332, 12.020145, 43.580087], [9.769876, 10.967113, 12.260407, 13.859224, 46.140743], [2.890045, 3.259080, 3.619084, 4.295891, 21.554899], [0.907400, 0.940867, 0.945873, 1.314771, 15.533104], [3.353722, 3.399038, 3.468594, 5.410200, 51.009165], [7.286731, 7.337147, 7.418694, 7.687828, 68.200942], [3.975025, 4.002593, 4.093803, 6.579315, 93.482125], [2.841261, 3.075465, 3.175848, 4.060733, 41.159478], [8.020018, 8.254243, 8.647651, 8.900043, 42.454649], [3.127366, 3.270470, 3.958454, 4.545251, 47.351420], [3.771755, 3.878889, 5.177789, 5.794409, 50.416857], [5.660420, 5.939341, 6.132698, 6.399054, 47.212058], [13.373327, 14.210893, 14.868923, 17.174849, 65.772145]]
### 14
fourier: [[3.529557, 3.553754, 3.611969, 4.553627, 26.357220], [10.433052, 10.482379, 10.483234, 13.001023, 115.495407], [13.789244, 13.885426, 14.177459, 17.828531, 146.003864], [4.602155, 4.604795, 4.663484, 5.824698, 52.502300], [3.872808, 3.917692, 3.954163, 4.810585, 41.578669], [11.564458, 11.605180, 11.734978, 14.747329, 40.103188], [6.129717, 6.181820, 6.347303, 7.983516, 8.684595], [2.546204, 2.685385, 2.687532, 2.756920, 3.424302], [5.318183, 5.320508, 5.411961, 6.727319, 43.947672], [11.265300, 11.317039, 11.537517, 14.471085, 69.037574], [7.536030, 7.603205, 7.813065, 9.261333, 9.839648], [3.780411, 3.832918, 3.935020, 5.006663, 89.794442], [11.483623, 11.533624, 11.538333, 14.309537, 79.621179], [12.211844, 12.269895, 12.464660, 15.665685, 87.018470]]
### 16
fourier: [[5.494242, 5.576387, 5.640368, 6.617379, 14.683643]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
starts_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6672368049621582, "train_acc": 0.59, "val_loss": 0.7901808023452759, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.667751133441925, "train_acc": 0.59, "val_loss": 0.6706979274749756, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6547982692718506, "train_acc": 0.54, "val_loss": 0.6965593695640564, "val_acc": 0.44}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6591728925704956, "train_acc": 0.515, "val_loss": 0.669266939163208, "val_acc": 0.44}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.660158634185791, "train_acc": 0.515, "val_loss": 0.6777217388153076, "val_acc": 0.44}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6542186737060547, "train_acc": 0.515, "val_loss": 0.667436957359314, "val_acc": 0.44}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6372491419315338, "train_acc": 0.55, "val_loss": 9.56225872039795, "val_acc": 0.44}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 4.766215652227402, "train_acc": 0.58, "val_loss": 0.6275527477264404, "val_acc": 0.7}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.6371577382087708, "train_acc": 0.625, "val_loss": 0.6287474632263184, "val_acc": 0.74}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.6322430372238159, "train_acc": 0.7, "val_loss": 0.6496628522872925, "val_acc": 0.62}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.6240748167037964, "train_acc": 0.69, "val_loss": 0.7897679209709167, "val_acc": 0.48}], "summary": {"total_epochs": 11, "degraded_epochs": 2, "improved_epochs": 9, "patterns": ["starts_with"], "degraded_stage": {"initial_val_loss": 0.7901808023452759, "final_val_loss": 0.6706979274749756, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.6965593695640564, "final_val_loss": 0.7897679209709167, "initial_val_acc": 0.44, "final_val_acc": 0.48, "best_val_acc": 0.74, "best_epoch": 8}, "improvement": 0.3, "first_improvement_epoch": 1}}
|
9,942
|
{"target_pattern": "starts_with", "degraded_accuracy": 0.44, "improved_accuracy": 0.8, "improvement": 0.36000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4133, "learning_rate": 0.08156091025881734, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "starts_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["starts_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.545975, 20.024052, 21.941540, 22.877820, 86.373019], [33.730472, 34.283338, 34.663125, 36.610906, 139.830714], [23.340764, 23.415986, 24.409861, 25.301563, 69.479372], [22.419380, 23.940784, 25.512728, 31.999464, 72.283881], [20.028000, 21.539507, 22.996607, 27.295600, 86.234486], [26.470640, 30.181414, 30.337591, 31.269051, 146.619340], [17.961269, 19.443154, 20.861448, 21.022440, 69.311665], [29.082474, 29.848086, 29.936009, 30.509908, 76.949892], [25.470244, 32.019822, 33.301099, 34.290788, 75.150874], [21.649772, 21.954544, 26.562589, 29.630590, 192.927723], [26.681369, 26.920541, 28.588256, 31.904260, 34.036925], [25.562578, 29.217409, 33.616480, 33.933378, 214.006509]]
### 2
fourier: [[14.688248, 17.829506, 18.033678, 21.646228, 80.091529], [9.926739, 9.939387, 10.623133, 11.870131, 12.759075], [9.409427, 9.828598, 11.136832, 13.141835, 22.003699], [21.748557, 27.042406, 29.019572, 33.541202, 59.453184], [11.967800, 12.917478, 15.234993, 16.484278, 117.543279], [18.985076, 21.532355, 29.098929, 29.125045, 149.952527], [23.468154, 23.858919, 24.885518, 26.063014, 47.718724], [15.742409, 16.503486, 19.056520, 21.991074, 67.514897], [26.051156, 26.279223, 38.627052, 39.182918, 171.431826], [21.029439, 24.553534, 27.724064, 30.636123, 78.011364], [20.918174, 21.061978, 21.671242, 23.820405, 52.122782], [27.048213, 28.474211, 28.726066, 33.070977, 111.296238]]
### 4
fourier: [[46.785460, 49.030188, 56.130055, 67.504221, 67.788306], [15.134404, 16.438864, 17.695409, 20.987826, 117.293131], [35.336987, 37.968851, 49.324095, 50.245712, 259.314914], [28.942947, 29.093149, 33.767176, 46.035441, 65.342576], [8.956185, 10.538836, 11.213054, 12.086564, 20.076270], [21.091992, 21.149016, 29.277179, 32.615110, 176.323556], [28.045060, 28.958082, 32.276301, 38.504034, 71.317521], [30.430821, 34.600273, 38.391317, 42.443700, 226.342959], [39.516338, 44.811916, 47.833618, 55.183280, 274.997013], [18.682108, 21.454188, 24.821571, 28.963356, 112.701966], [20.852259, 21.660407, 30.286877, 32.748802, 181.290865], [36.174645, 38.168713, 40.101846, 40.767389, 47.527685]]
### 6
fourier: [[46.093986, 47.447992, 50.396302, 55.683365, 195.057002], [43.127880, 44.524813, 44.762258, 49.195388, 207.071044], [27.507001, 27.607364, 30.944449, 33.334900, 69.363483], [21.595336, 25.309436, 26.040740, 28.215172, 57.409586], [15.582081, 15.707326, 16.199095, 17.385370, 38.467489], [14.598644, 14.863983, 16.213672, 18.304154, 82.292731], [9.884956, 10.624693, 11.076970, 12.196190, 117.408367], [7.833797, 8.218074, 8.941206, 9.520754, 47.721269], [6.060906, 6.451652, 6.733792, 7.389674, 34.654320], [5.287220, 5.567191, 5.864550, 5.914348, 6.296152], [6.948802, 7.044192, 7.264808, 9.506683, 132.047617], [41.774769, 45.724495, 50.926867, 55.425849, 144.794841]]
### 8
fourier: [[4.966770, 5.111939, 5.167073, 5.677071, 36.216669], [4.877200, 4.951068, 5.221652, 5.850637, 8.919981], [10.331069, 11.076185, 11.649342, 12.198335, 105.880448], [84.558108, 90.983510, 97.544603, 106.302099, 369.061056], [37.259192, 40.933646, 43.594802, 48.431423, 143.571495], [14.659224, 15.525617, 17.312689, 18.971598, 97.762355], [25.773355, 26.641070, 28.103927, 32.172928, 169.781963], [28.265009, 30.093023, 32.369128, 36.452733, 165.074771], [19.018213, 20.237912, 20.747792, 23.645703, 140.745888], [46.617625, 50.129367, 53.978805, 59.575926, 211.052493], [10.528272, 11.742324, 11.994645, 12.500459, 31.064270], [50.977716, 53.497998, 57.040023, 63.249037, 237.376907]]
### 10
fourier: [[6.089301, 6.491779, 7.433859, 7.614118, 51.039177], [61.007374, 64.912806, 69.771447, 76.618630, 275.087439], [45.826153, 49.562751, 53.550509, 58.486489, 121.520740], [35.156087, 36.728060, 39.621432, 42.982242, 187.485089], [6.822837, 6.929808, 7.440086, 8.356162, 29.499811], [74.644495, 79.897146, 85.790728, 94.872930, 278.893260], [23.885765, 24.586400, 25.477478, 29.516742, 176.004778], [28.504466, 31.373789, 34.125972, 36.693638, 65.983614], [37.052344, 40.417316, 43.556527, 47.702992, 124.969780], [61.431325, 64.929781, 69.528199, 76.439191, 292.321425], [8.180259, 8.853318, 9.316665, 10.152118, 89.301724], [41.791841, 45.163473, 48.752662, 53.441940, 157.193960]]
### 12
fourier: [[30.631459, 33.061930, 37.404525, 38.563902, 89.023443], [2.441331, 2.448715, 2.639865, 2.977051, 81.280677], [45.539852, 49.542280, 53.857072, 59.580869, 119.278959], [13.042333, 13.929428, 14.918634, 17.735717, 34.896916], [18.932973, 19.915277, 21.586652, 22.585370, 27.041393], [20.377469, 21.219801, 22.934392, 25.212898, 89.610536], [21.344637, 22.707537, 25.482354, 26.508335, 66.308924], [26.973538, 29.631887, 32.092894, 36.328347, 45.324927], [3.846184, 4.134027, 4.414300, 5.999647, 8.730029], [18.906656, 19.480558, 21.305787, 22.004981, 27.121213], [27.861397, 29.101881, 32.175917, 33.330539, 145.156184], [19.870012, 21.344340, 22.808754, 25.781788, 78.612095]]
### 14
fourier: [[40.229386, 42.746910, 47.839234, 48.819815, 90.162391], [33.620350, 35.083860, 37.118208, 37.563299, 50.219725], [6.255334, 7.052208, 7.352598, 7.437908, 141.658273], [4.173285, 4.213085, 4.434454, 4.893490, 5.767795], [20.278532, 21.945867, 22.752621, 28.175598, 64.612794], [67.874678, 73.407041, 80.106498, 88.204875, 144.343632], [39.839732, 42.931868, 47.534842, 50.661421, 55.820284], [47.980352, 48.306295, 52.667439, 58.123696, 62.685179], [46.537832, 48.729102, 48.858842, 57.674126, 310.907370], [52.947583, 57.195725, 57.644843, 62.737261, 70.505648], [19.215960, 20.384459, 22.777012, 23.240190, 71.296023], [44.047228, 47.431181, 53.533639, 53.630339, 154.245025]]
### 16
fourier: [[80.882362, 87.921363, 96.952246, 100.557500, 155.298262], [80.515964, 87.765009, 94.239335, 101.485974, 174.780162], [110.811125, 120.166464, 132.202753, 137.465736, 238.525201], [22.115275, 22.717542, 24.788546, 27.462050, 28.716143], [111.108244, 121.047054, 131.134150, 139.290882, 189.675856], [29.532008, 31.659230, 35.904070, 36.254148, 42.922640], [4.916192, 5.190180, 6.237747, 6.653218, 18.614209], [44.136243, 47.673590, 50.692601, 51.742036, 54.887355], [121.876126, 132.296409, 140.556930, 153.392520, 291.072585], [23.258146, 25.644913, 25.985770, 30.169739, 57.883458], [79.065023, 86.215012, 94.578494, 98.962281, 163.750071], [17.959196, 20.297995, 20.924140, 22.058479, 26.864146]]
### 18
fourier: [[6.547233, 7.076160, 7.460451, 7.697685, 30.153781], [10.389044, 11.662756, 12.136257, 13.915135, 29.819261], [71.550949, 77.609455, 79.983364, 90.405830, 163.992012], [41.750693, 44.879478, 46.292552, 52.009778, 81.299609], [2.719688, 2.779055, 2.844070, 3.073472, 48.131104], [49.389352, 52.552048, 52.839596, 61.872115, 106.044944], [59.729571, 64.358335, 71.220633, 74.275852, 102.319676], [95.940056, 104.387470, 113.879323, 120.018666, 206.234822], [70.436122, 76.401217, 83.667965, 88.155545, 166.389514], [23.141413, 25.182031, 28.515219, 29.905889, 31.182138], [78.780677, 85.590464, 88.198352, 99.564220, 197.293701], [75.077116, 81.918153, 86.738543, 94.658189, 162.845044]]
### 20
fourier: [[45.166825, 48.754017, 53.447095, 56.291890, 61.616866]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
starts_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.545975, 20.024052, 21.941540, 22.877820, 86.373019], [33.730472, 34.283338, 34.663125, 36.610906, 139.830714], [23.340764, 23.415986, 24.409861, 25.301563, 69.479372], [22.419380, 23.940784, 25.512728, 31.999464, 72.283881], [20.028000, 21.539507, 22.996607, 27.295600, 86.234486], [26.470640, 30.181414, 30.337591, 31.269051, 146.619340], [17.961269, 19.443154, 20.861448, 21.022440, 69.311665], [29.082474, 29.848086, 29.936009, 30.509908, 76.949892], [25.470244, 32.019822, 33.301099, 34.290788, 75.150874], [21.649772, 21.954544, 26.562589, 29.630590, 192.927723], [26.681369, 26.920541, 28.588256, 31.904260, 34.036925], [25.562578, 29.217409, 33.616480, 33.933378, 214.006509]]
### 2
fourier: [[14.688248, 17.829506, 18.033678, 21.646228, 80.091529], [9.926739, 9.939387, 10.623133, 11.870131, 12.759075], [9.409427, 9.828598, 11.136832, 13.141835, 22.003699], [21.748557, 27.042406, 29.019572, 33.541202, 59.453184], [11.967800, 12.917478, 15.234993, 16.484278, 117.543279], [18.985076, 21.532355, 29.098929, 29.125045, 149.952527], [23.468154, 23.858919, 24.885518, 26.063014, 47.718724], [15.742409, 16.503486, 19.056520, 21.991074, 67.514897], [26.051156, 26.279223, 38.627052, 39.182918, 171.431826], [21.029439, 24.553534, 27.724064, 30.636123, 78.011364], [20.918174, 21.061978, 21.671242, 23.820405, 52.122782], [27.048213, 28.474211, 28.726066, 33.070977, 111.296238]]
### 4
fourier: [[46.785460, 49.030188, 56.130055, 67.504221, 67.788306], [15.134404, 16.438864, 17.695409, 20.987826, 117.293131], [35.336987, 37.968851, 49.324095, 50.245712, 259.314914], [28.942947, 29.093149, 33.767176, 46.035441, 65.342576], [8.956185, 10.538836, 11.213054, 12.086564, 20.076270], [21.091992, 21.149016, 29.277179, 32.615110, 176.323556], [28.045060, 28.958082, 32.276301, 38.504034, 71.317521], [30.430821, 34.600273, 38.391317, 42.443700, 226.342959], [39.516338, 44.811916, 47.833618, 55.183280, 274.997013], [18.682108, 21.454188, 24.821571, 28.963356, 112.701966], [20.852259, 21.660407, 30.286877, 32.748802, 181.290865], [36.174645, 38.168713, 40.101846, 40.767389, 47.527685]]
### 6
fourier: [[46.093986, 47.447992, 50.396302, 55.683365, 195.057002], [43.127880, 44.524813, 44.762258, 49.195388, 207.071044], [27.507001, 27.607364, 30.944449, 33.334900, 69.363483], [21.595336, 25.309436, 26.040740, 28.215172, 57.409586], [15.582081, 15.707326, 16.199095, 17.385370, 38.467489], [14.598644, 14.863983, 16.213672, 18.304154, 82.292731], [9.884956, 10.624693, 11.076970, 12.196190, 117.408367], [7.833797, 8.218074, 8.941206, 9.520754, 47.721269], [6.060906, 6.451652, 6.733792, 7.389674, 34.654320], [5.287220, 5.567191, 5.864550, 5.914348, 6.296152], [6.948802, 7.044192, 7.264808, 9.506683, 132.047617], [41.774769, 45.724495, 50.926867, 55.425849, 144.794841]]
### 8
fourier: [[4.966770, 5.111939, 5.167073, 5.677071, 36.216669], [4.877200, 4.951068, 5.221652, 5.850637, 8.919981], [10.331069, 11.076185, 11.649342, 12.198335, 105.880448], [84.558108, 90.983510, 97.544603, 106.302099, 369.061056], [37.259192, 40.933646, 43.594802, 48.431423, 143.571495], [14.659224, 15.525617, 17.312689, 18.971598, 97.762355], [25.773355, 26.641070, 28.103927, 32.172928, 169.781963], [28.265009, 30.093023, 32.369128, 36.452733, 165.074771], [19.018213, 20.237912, 20.747792, 23.645703, 140.745888], [46.617625, 50.129367, 53.978805, 59.575926, 211.052493], [10.528272, 11.742324, 11.994645, 12.500459, 31.064270], [50.977716, 53.497998, 57.040023, 63.249037, 237.376907]]
### 10
fourier: [[6.089301, 6.491779, 7.433859, 7.614118, 51.039177], [61.007374, 64.912806, 69.771447, 76.618630, 275.087439], [45.826153, 49.562751, 53.550509, 58.486489, 121.520740], [35.156087, 36.728060, 39.621432, 42.982242, 187.485089], [6.822837, 6.929808, 7.440086, 8.356162, 29.499811], [74.644495, 79.897146, 85.790728, 94.872930, 278.893260], [23.885765, 24.586400, 25.477478, 29.516742, 176.004778], [28.504466, 31.373789, 34.125972, 36.693638, 65.983614], [37.052344, 40.417316, 43.556527, 47.702992, 124.969780], [61.431325, 64.929781, 69.528199, 76.439191, 292.321425], [8.180259, 8.853318, 9.316665, 10.152118, 89.301724], [41.791841, 45.163473, 48.752662, 53.441940, 157.193960]]
### 12
fourier: [[30.631459, 33.061930, 37.404525, 38.563902, 89.023443], [2.441331, 2.448715, 2.639865, 2.977051, 81.280677], [45.539852, 49.542280, 53.857072, 59.580869, 119.278959], [13.042333, 13.929428, 14.918634, 17.735717, 34.896916], [18.932973, 19.915277, 21.586652, 22.585370, 27.041393], [20.377469, 21.219801, 22.934392, 25.212898, 89.610536], [21.344637, 22.707537, 25.482354, 26.508335, 66.308924], [26.973538, 29.631887, 32.092894, 36.328347, 45.324927], [3.846184, 4.134027, 4.414300, 5.999647, 8.730029], [18.906656, 19.480558, 21.305787, 22.004981, 27.121213], [27.861397, 29.101881, 32.175917, 33.330539, 145.156184], [19.870012, 21.344340, 22.808754, 25.781788, 78.612095]]
### 14
fourier: [[40.229386, 42.746910, 47.839234, 48.819815, 90.162391], [33.620350, 35.083860, 37.118208, 37.563299, 50.219725], [6.255334, 7.052208, 7.352598, 7.437908, 141.658273], [4.173285, 4.213085, 4.434454, 4.893490, 5.767795], [20.278532, 21.945867, 22.752621, 28.175598, 64.612794], [67.874678, 73.407041, 80.106498, 88.204875, 144.343632], [39.839732, 42.931868, 47.534842, 50.661421, 55.820284], [47.980352, 48.306295, 52.667439, 58.123696, 62.685179], [46.537832, 48.729102, 48.858842, 57.674126, 310.907370], [52.947583, 57.195725, 57.644843, 62.737261, 70.505648], [19.215960, 20.384459, 22.777012, 23.240190, 71.296023], [44.047228, 47.431181, 53.533639, 53.630339, 154.245025]]
### 16
fourier: [[80.882362, 87.921363, 96.952246, 100.557500, 155.298262], [80.515964, 87.765009, 94.239335, 101.485974, 174.780162], [110.811125, 120.166464, 132.202753, 137.465736, 238.525201], [22.115275, 22.717542, 24.788546, 27.462050, 28.716143], [111.108244, 121.047054, 131.134150, 139.290882, 189.675856], [29.532008, 31.659230, 35.904070, 36.254148, 42.922640], [4.916192, 5.190180, 6.237747, 6.653218, 18.614209], [44.136243, 47.673590, 50.692601, 51.742036, 54.887355], [121.876126, 132.296409, 140.556930, 153.392520, 291.072585], [23.258146, 25.644913, 25.985770, 30.169739, 57.883458], [79.065023, 86.215012, 94.578494, 98.962281, 163.750071], [17.959196, 20.297995, 20.924140, 22.058479, 26.864146]]
### 18
fourier: [[6.547233, 7.076160, 7.460451, 7.697685, 30.153781], [10.389044, 11.662756, 12.136257, 13.915135, 29.819261], [71.550949, 77.609455, 79.983364, 90.405830, 163.992012], [41.750693, 44.879478, 46.292552, 52.009778, 81.299609], [2.719688, 2.779055, 2.844070, 3.073472, 48.131104], [49.389352, 52.552048, 52.839596, 61.872115, 106.044944], [59.729571, 64.358335, 71.220633, 74.275852, 102.319676], [95.940056, 104.387470, 113.879323, 120.018666, 206.234822], [70.436122, 76.401217, 83.667965, 88.155545, 166.389514], [23.141413, 25.182031, 28.515219, 29.905889, 31.182138], [78.780677, 85.590464, 88.198352, 99.564220, 197.293701], [75.077116, 81.918153, 86.738543, 94.658189, 162.845044]]
### 20
fourier: [[45.166825, 48.754017, 53.447095, 56.291890, 61.616866]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
starts_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6974503099918365, "train_acc": 0.455, "val_loss": 0.8815057873725891, "val_acc": 0.3}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6805784702301025, "train_acc": 0.605, "val_loss": 0.7078050374984741, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7151765525341034, "train_acc": 0.52, "val_loss": 0.7969738245010376, "val_acc": 0.3}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6683658957481384, "train_acc": 0.55, "val_loss": 0.6932947039604187, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5203700065612793, "train_acc": 0.74, "val_loss": 0.515361487865448, "val_acc": 0.8}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.48974214494228363, "train_acc": 0.745, "val_loss": 1.1418908834457397, "val_acc": 0.76}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6368456780910492, "train_acc": 0.735, "val_loss": 0.5508942604064941, "val_acc": 0.8}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5922956466674805, "train_acc": 0.64, "val_loss": 0.5787978172302246, "val_acc": 0.76}], "summary": {"total_epochs": 8, "degraded_epochs": 2, "improved_epochs": 6, "patterns": ["starts_with"], "degraded_stage": {"initial_val_loss": 0.8815057873725891, "final_val_loss": 0.7078050374984741, "initial_val_acc": 0.3, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.7969738245010376, "final_val_loss": 0.5787978172302246, "initial_val_acc": 0.3, "final_val_acc": 0.76, "best_val_acc": 0.8, "best_epoch": 4}, "improvement": 0.36000000000000004, "first_improvement_epoch": 1}}
|
9,943
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.5, "improved_accuracy": 0.68, "improvement": 0.18000000000000005, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7588, "learning_rate": 0.052353306849031445, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[33.625017, 33.940116, 38.294851, 44.268230, 292.573222], [22.303364, 22.557410, 25.120314, 25.522487, 160.305125], [8.087954, 8.224929, 8.234825, 8.763575, 104.068306], [16.240483, 16.518329, 17.743914, 19.471112, 90.782375], [21.755785, 23.103227, 24.277992, 25.803687, 71.742036], [31.593628, 32.979539, 33.951732, 37.351294, 226.005674], [22.491167, 25.608245, 25.672548, 28.183806, 122.678864], [25.926015, 27.063859, 34.053549, 34.394133, 35.196948], [25.573376, 27.310955, 27.856019, 28.559571, 190.126184], [19.454985, 20.766107, 20.798232, 26.731470, 36.180250], [20.061227, 21.849503, 22.271713, 23.228549, 73.135524]]
### 2
fourier: [[9.711796, 9.866448, 11.444230, 12.329785, 73.691363], [11.550592, 12.317874, 12.386656, 13.429813, 30.402030], [16.481660, 18.189691, 21.573735, 22.862531, 184.320163], [19.156247, 22.748284, 23.242997, 24.094740, 88.028822], [23.135349, 24.050184, 28.798594, 31.672663, 161.487725], [9.924215, 10.289629, 11.276553, 13.344998, 33.685668], [13.117450, 13.278868, 16.649306, 17.460189, 169.793657], [10.457172, 11.157465, 11.397653, 11.629169, 20.505997], [19.156684, 21.523176, 22.445551, 27.638659, 187.749591], [12.705564, 12.733282, 14.243392, 15.032919, 68.884567], [21.770846, 23.033653, 24.326444, 26.418728, 202.392348]]
### 4
fourier: [[15.443835, 15.699442, 16.395223, 19.243905, 45.288417], [14.423296, 15.966815, 17.114678, 18.102183, 174.729303], [6.195716, 6.352641, 7.081903, 8.649198, 11.530387], [25.217961, 28.101218, 28.579876, 35.886638, 112.036458], [20.264916, 20.746370, 22.192546, 28.556743, 73.638414], [13.840067, 14.398763, 15.002711, 16.369798, 138.752764], [27.555757, 30.563581, 31.691954, 39.479388, 122.731992], [9.535946, 10.278275, 10.302030, 12.351334, 23.282659], [14.024265, 14.628131, 18.672001, 19.492836, 51.906160], [7.076580, 7.193733, 7.807922, 8.741909, 18.719529], [15.428747, 15.491032, 16.101665, 17.580963, 30.319592]]
### 6
fourier: [[23.174805, 26.169221, 28.036435, 29.071287, 138.682948], [36.336047, 36.674176, 38.307706, 45.505368, 136.674828], [4.882514, 5.088303, 5.331312, 5.512698, 21.975911], [17.237076, 18.605673, 18.872953, 22.706395, 74.658771], [16.476241, 16.535641, 16.606127, 16.746322, 72.556647], [18.561570, 19.084433, 20.181463, 21.539207, 25.620510], [7.616714, 8.900065, 8.956468, 9.997514, 114.234508], [20.054315, 20.955754, 21.942899, 25.740832, 30.189080], [11.619877, 13.159980, 13.411959, 13.419202, 33.916381], [10.049163, 10.343764, 10.888051, 13.012379, 26.880490], [29.511629, 32.176140, 37.173631, 39.439300, 172.710014]]
### 8
fourier: [[26.760352, 28.339886, 29.078525, 31.630214, 90.220678], [14.494716, 14.736116, 14.869194, 15.638649, 65.530900], [8.827282, 8.838910, 10.310532, 10.989494, 86.261231], [9.443369, 9.909952, 10.375354, 10.695744, 59.162045], [10.903800, 12.088886, 12.203255, 12.851358, 23.623724], [37.654852, 43.144550, 45.389800, 45.411253, 171.777748], [26.360351, 29.893205, 30.770315, 32.587398, 167.256388], [35.751646, 39.894395, 41.369206, 43.083969, 163.306093], [14.691351, 14.831167, 15.871817, 18.861273, 21.275969], [38.504026, 40.703175, 40.767232, 45.028250, 113.175409], [19.760362, 21.850085, 22.547873, 23.214322, 24.939733]]
### 10
fourier: [[18.954670, 20.638213, 22.341787, 22.750267, 134.964630], [13.871533, 14.440485, 14.818907, 15.900489, 82.064944], [52.642561, 59.164552, 59.259591, 60.743797, 191.514975], [30.834308, 33.437567, 34.495277, 36.985873, 38.884094], [37.004915, 41.080958, 41.689990, 41.991044, 120.479066], [28.721178, 29.394381, 29.610150, 31.832581, 70.174265], [25.040741, 27.529705, 28.275969, 29.795389, 31.142375], [41.328044, 42.341966, 42.887550, 46.617041, 67.697800], [13.842448, 15.629569, 16.086605, 16.469897, 39.582611], [27.012524, 28.301130, 29.642293, 29.902684, 81.258523], [16.670567, 16.895147, 19.915518, 20.351170, 143.059896]]
### 12
fourier: [[35.258457, 35.536240, 35.537655, 40.822026, 134.140938], [7.345403, 7.619897, 7.848955, 8.927237, 75.075857], [2.273897, 2.307383, 2.321084, 2.367345, 49.893933], [23.468513, 25.115002, 26.674992, 27.973091, 102.095606], [39.841622, 41.145382, 44.278139, 47.832115, 186.989723], [47.582272, 48.914076, 52.150382, 57.128716, 161.469962], [29.835191, 30.133577, 31.936089, 32.234182, 90.228770], [22.737389, 23.791460, 25.031094, 27.708718, 127.341633], [17.509310, 19.292498, 21.466115, 22.725288, 119.735695], [40.578698, 42.350943, 44.491421, 49.175387, 138.310678], [9.964826, 10.509193, 12.745087, 14.015880, 112.707451]]
### 14
fourier: [[30.623364, 31.055736, 31.706930, 36.837457, 137.389652], [22.206017, 23.772446, 24.377435, 27.781844, 89.149102], [22.750112, 23.923172, 24.415499, 28.253794, 130.596841], [10.079325, 10.186348, 10.477460, 11.157132, 17.949473], [7.286763, 7.647586, 7.890723, 8.559978, 26.167218], [19.021373, 19.345336, 19.693317, 22.628517, 90.610485], [7.954610, 9.342867, 10.575432, 11.920981, 102.507319], [11.535456, 12.511476, 12.801101, 14.462644, 57.041920], [26.287444, 26.812827, 27.579072, 31.659929, 80.639562], [37.450879, 39.625041, 40.118210, 46.169106, 155.269001], [14.500128, 15.772494, 18.174550, 18.937191, 64.582644]]
### 16
fourier: [[6.716430, 7.109766, 8.263815, 8.619775, 22.161518], [10.928911, 11.805653, 13.240103, 13.480940, 90.841305], [21.324297, 22.914017, 23.086476, 26.753870, 74.060717], [17.391219, 18.596383, 18.692995, 21.807502, 40.402848], [4.935258, 5.135275, 6.157779, 6.462762, 57.220355], [5.809422, 6.306999, 6.349213, 7.334544, 13.821538], [30.960042, 31.548764, 31.894437, 37.518698, 143.408229], [12.709759, 13.789583, 13.877260, 15.996149, 38.794445], [6.926440, 7.405934, 7.658050, 8.756923, 13.001770], [7.973432, 8.151700, 8.493107, 9.570954, 28.828283], [2.158767, 2.336076, 2.586493, 2.953721, 27.045404]]
### 18
fourier: [[12.421065, 12.550291, 13.024300, 15.276978, 18.427652]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[33.625017, 33.940116, 38.294851, 44.268230, 292.573222], [22.303364, 22.557410, 25.120314, 25.522487, 160.305125], [8.087954, 8.224929, 8.234825, 8.763575, 104.068306], [16.240483, 16.518329, 17.743914, 19.471112, 90.782375], [21.755785, 23.103227, 24.277992, 25.803687, 71.742036], [31.593628, 32.979539, 33.951732, 37.351294, 226.005674], [22.491167, 25.608245, 25.672548, 28.183806, 122.678864], [25.926015, 27.063859, 34.053549, 34.394133, 35.196948], [25.573376, 27.310955, 27.856019, 28.559571, 190.126184], [19.454985, 20.766107, 20.798232, 26.731470, 36.180250], [20.061227, 21.849503, 22.271713, 23.228549, 73.135524]]
### 2
fourier: [[9.711796, 9.866448, 11.444230, 12.329785, 73.691363], [11.550592, 12.317874, 12.386656, 13.429813, 30.402030], [16.481660, 18.189691, 21.573735, 22.862531, 184.320163], [19.156247, 22.748284, 23.242997, 24.094740, 88.028822], [23.135349, 24.050184, 28.798594, 31.672663, 161.487725], [9.924215, 10.289629, 11.276553, 13.344998, 33.685668], [13.117450, 13.278868, 16.649306, 17.460189, 169.793657], [10.457172, 11.157465, 11.397653, 11.629169, 20.505997], [19.156684, 21.523176, 22.445551, 27.638659, 187.749591], [12.705564, 12.733282, 14.243392, 15.032919, 68.884567], [21.770846, 23.033653, 24.326444, 26.418728, 202.392348]]
### 4
fourier: [[15.443835, 15.699442, 16.395223, 19.243905, 45.288417], [14.423296, 15.966815, 17.114678, 18.102183, 174.729303], [6.195716, 6.352641, 7.081903, 8.649198, 11.530387], [25.217961, 28.101218, 28.579876, 35.886638, 112.036458], [20.264916, 20.746370, 22.192546, 28.556743, 73.638414], [13.840067, 14.398763, 15.002711, 16.369798, 138.752764], [27.555757, 30.563581, 31.691954, 39.479388, 122.731992], [9.535946, 10.278275, 10.302030, 12.351334, 23.282659], [14.024265, 14.628131, 18.672001, 19.492836, 51.906160], [7.076580, 7.193733, 7.807922, 8.741909, 18.719529], [15.428747, 15.491032, 16.101665, 17.580963, 30.319592]]
### 6
fourier: [[23.174805, 26.169221, 28.036435, 29.071287, 138.682948], [36.336047, 36.674176, 38.307706, 45.505368, 136.674828], [4.882514, 5.088303, 5.331312, 5.512698, 21.975911], [17.237076, 18.605673, 18.872953, 22.706395, 74.658771], [16.476241, 16.535641, 16.606127, 16.746322, 72.556647], [18.561570, 19.084433, 20.181463, 21.539207, 25.620510], [7.616714, 8.900065, 8.956468, 9.997514, 114.234508], [20.054315, 20.955754, 21.942899, 25.740832, 30.189080], [11.619877, 13.159980, 13.411959, 13.419202, 33.916381], [10.049163, 10.343764, 10.888051, 13.012379, 26.880490], [29.511629, 32.176140, 37.173631, 39.439300, 172.710014]]
### 8
fourier: [[26.760352, 28.339886, 29.078525, 31.630214, 90.220678], [14.494716, 14.736116, 14.869194, 15.638649, 65.530900], [8.827282, 8.838910, 10.310532, 10.989494, 86.261231], [9.443369, 9.909952, 10.375354, 10.695744, 59.162045], [10.903800, 12.088886, 12.203255, 12.851358, 23.623724], [37.654852, 43.144550, 45.389800, 45.411253, 171.777748], [26.360351, 29.893205, 30.770315, 32.587398, 167.256388], [35.751646, 39.894395, 41.369206, 43.083969, 163.306093], [14.691351, 14.831167, 15.871817, 18.861273, 21.275969], [38.504026, 40.703175, 40.767232, 45.028250, 113.175409], [19.760362, 21.850085, 22.547873, 23.214322, 24.939733]]
### 10
fourier: [[18.954670, 20.638213, 22.341787, 22.750267, 134.964630], [13.871533, 14.440485, 14.818907, 15.900489, 82.064944], [52.642561, 59.164552, 59.259591, 60.743797, 191.514975], [30.834308, 33.437567, 34.495277, 36.985873, 38.884094], [37.004915, 41.080958, 41.689990, 41.991044, 120.479066], [28.721178, 29.394381, 29.610150, 31.832581, 70.174265], [25.040741, 27.529705, 28.275969, 29.795389, 31.142375], [41.328044, 42.341966, 42.887550, 46.617041, 67.697800], [13.842448, 15.629569, 16.086605, 16.469897, 39.582611], [27.012524, 28.301130, 29.642293, 29.902684, 81.258523], [16.670567, 16.895147, 19.915518, 20.351170, 143.059896]]
### 12
fourier: [[35.258457, 35.536240, 35.537655, 40.822026, 134.140938], [7.345403, 7.619897, 7.848955, 8.927237, 75.075857], [2.273897, 2.307383, 2.321084, 2.367345, 49.893933], [23.468513, 25.115002, 26.674992, 27.973091, 102.095606], [39.841622, 41.145382, 44.278139, 47.832115, 186.989723], [47.582272, 48.914076, 52.150382, 57.128716, 161.469962], [29.835191, 30.133577, 31.936089, 32.234182, 90.228770], [22.737389, 23.791460, 25.031094, 27.708718, 127.341633], [17.509310, 19.292498, 21.466115, 22.725288, 119.735695], [40.578698, 42.350943, 44.491421, 49.175387, 138.310678], [9.964826, 10.509193, 12.745087, 14.015880, 112.707451]]
### 14
fourier: [[30.623364, 31.055736, 31.706930, 36.837457, 137.389652], [22.206017, 23.772446, 24.377435, 27.781844, 89.149102], [22.750112, 23.923172, 24.415499, 28.253794, 130.596841], [10.079325, 10.186348, 10.477460, 11.157132, 17.949473], [7.286763, 7.647586, 7.890723, 8.559978, 26.167218], [19.021373, 19.345336, 19.693317, 22.628517, 90.610485], [7.954610, 9.342867, 10.575432, 11.920981, 102.507319], [11.535456, 12.511476, 12.801101, 14.462644, 57.041920], [26.287444, 26.812827, 27.579072, 31.659929, 80.639562], [37.450879, 39.625041, 40.118210, 46.169106, 155.269001], [14.500128, 15.772494, 18.174550, 18.937191, 64.582644]]
### 16
fourier: [[6.716430, 7.109766, 8.263815, 8.619775, 22.161518], [10.928911, 11.805653, 13.240103, 13.480940, 90.841305], [21.324297, 22.914017, 23.086476, 26.753870, 74.060717], [17.391219, 18.596383, 18.692995, 21.807502, 40.402848], [4.935258, 5.135275, 6.157779, 6.462762, 57.220355], [5.809422, 6.306999, 6.349213, 7.334544, 13.821538], [30.960042, 31.548764, 31.894437, 37.518698, 143.408229], [12.709759, 13.789583, 13.877260, 15.996149, 38.794445], [6.926440, 7.405934, 7.658050, 8.756923, 13.001770], [7.973432, 8.151700, 8.493107, 9.570954, 28.828283], [2.158767, 2.336076, 2.586493, 2.953721, 27.045404]]
### 18
fourier: [[12.421065, 12.550291, 13.024300, 15.276978, 18.427652]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6812866926193237, "train_acc": 0.57, "val_loss": 0.7427557110786438, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6891336739063263, "train_acc": 0.57, "val_loss": 0.6736873388290405, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6265257596969604, "train_acc": 0.5, "val_loss": 1.941667079925537, "val_acc": 0.5}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.94893778860569, "train_acc": 0.61, "val_loss": 0.58089280128479, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6257138550281525, "train_acc": 0.645, "val_loss": 0.6692683696746826, "val_acc": 0.56}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6737925708293915, "train_acc": 0.565, "val_loss": 0.6507202386856079, "val_acc": 0.56}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6442785859107971, "train_acc": 0.57, "val_loss": 0.5915825366973877, "val_acc": 0.6}], "summary": {"total_epochs": 7, "degraded_epochs": 2, "improved_epochs": 5, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7427557110786438, "final_val_loss": 0.6736873388290405, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 1.941667079925537, "final_val_loss": 0.5915825366973877, "initial_val_acc": 0.5, "final_val_acc": 0.6, "best_val_acc": 0.68, "best_epoch": 3}, "improvement": 0.18000000000000005, "first_improvement_epoch": 1}}
|
9,944
|
{"target_pattern": "sorted_ascending", "degraded_accuracy": 0.54, "improved_accuracy": 0.92, "improvement": 0.38, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8278, "learning_rate": 0.03880785234109577, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_ascending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_ascending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.305260, 18.691059, 18.964608, 21.198413, 97.644977], [19.541812, 20.459336, 21.772306, 25.397092, 101.618760], [26.487861, 30.647348, 32.331677, 35.115035, 173.841702], [26.359619, 27.909592, 28.769719, 32.814604, 178.110100], [18.977857, 19.225756, 19.689339, 20.192693, 75.823475], [30.120107, 34.228239, 34.315435, 38.188072, 244.029307], [25.781910, 26.409447, 27.108080, 31.370429, 169.178425], [16.408403, 17.533614, 19.091049, 19.638723, 27.755491], [26.243322, 27.775531, 28.312047, 34.175931, 188.087043], [23.432599, 26.245977, 26.749859, 27.292364, 148.896843], [21.060490, 23.965009, 24.753385, 28.380721, 141.568531], [25.306932, 26.522579, 28.937965, 29.341632, 40.079828]]
### 2
fourier: [[43.480144, 45.481673, 46.603427, 48.330788, 303.330103], [25.745532, 25.840788, 27.124741, 33.987319, 93.829979], [17.800029, 18.134538, 19.335112, 21.316508, 141.755577], [54.149388, 60.069944, 62.314514, 64.650253, 388.646989], [32.590839, 33.708038, 33.997494, 35.797168, 255.256457], [17.792537, 19.448566, 20.135068, 20.650735, 196.765773], [15.174700, 15.743258, 15.761641, 18.824873, 22.933999], [32.631782, 35.584164, 40.208575, 41.296115, 323.357975], [30.609812, 31.634123, 35.358032, 38.414766, 272.819929], [37.441783, 41.463298, 51.103851, 51.743083, 431.070527], [27.379184, 27.892574, 31.130239, 32.293811, 65.467772], [43.221901, 48.841140, 50.089113, 54.530856, 324.258195]]
### 4
fourier: [[55.091894, 56.733251, 58.692243, 61.814856, 377.355301], [25.694841, 26.852852, 28.977226, 31.168765, 166.664887], [15.916498, 17.827633, 18.136791, 20.510510, 155.566659], [33.783215, 33.850961, 36.898209, 39.009736, 207.178033], [45.880142, 48.254000, 49.144268, 53.250987, 319.732340], [25.063351, 25.386087, 27.698162, 27.967406, 167.419687], [15.146291, 15.773543, 16.485103, 19.153379, 24.232547], [6.096749, 6.492282, 7.106186, 7.661384, 73.066668], [41.341016, 42.352199, 46.604983, 47.754830, 327.736676], [48.731093, 52.005894, 54.413129, 57.196924, 339.200893], [18.888247, 19.210201, 19.947136, 23.068309, 193.067601], [28.752655, 31.431556, 31.747211, 33.648109, 148.027171]]
### 6
fourier: [[33.338261, 35.015376, 37.682269, 41.292232, 213.423211], [16.546924, 16.798445, 18.054947, 20.775752, 117.291218], [15.604667, 16.085412, 16.208739, 17.057765, 80.737796], [6.753519, 7.384170, 7.430817, 7.746522, 24.143993], [2.959976, 3.037434, 3.070277, 3.146620, 13.221836], [49.914220, 50.647332, 53.142332, 57.996613, 354.393328], [13.938544, 14.053546, 14.385108, 16.838352, 129.643604], [1.961716, 2.035569, 2.113862, 2.363733, 5.867449], [46.290802, 48.264940, 48.441877, 53.788834, 356.934243], [30.765949, 31.550191, 34.150162, 37.459781, 237.762246], [52.036775, 54.016909, 58.465919, 63.972558, 315.625692], [51.560450, 51.574381, 53.758748, 57.318687, 368.337498]]
### 8
fourier: [[73.285103, 74.935434, 76.213942, 86.428974, 547.702933], [21.430383, 21.681544, 22.957485, 27.630924, 165.086611], [51.893735, 52.151725, 54.153027, 64.215332, 404.208502], [46.782458, 48.177812, 48.727453, 55.918285, 361.626895], [17.812537, 17.963291, 17.986296, 21.765006, 154.008085], [25.322147, 26.515999, 28.815016, 32.673522, 181.526971], [37.401054, 38.616551, 42.613431, 48.119528, 287.197118], [54.562928, 55.623584, 56.363210, 65.004071, 412.430194], [40.063436, 40.205754, 42.899405, 49.132286, 309.974160], [7.922067, 8.180690, 8.572829, 10.466211, 53.066412], [12.786011, 12.987089, 13.909091, 15.781421, 109.809714], [45.045002, 45.364538, 46.351072, 51.662157, 345.487630]]
### 10
fourier: [[47.469860, 48.003996, 49.537609, 57.313927, 367.377211], [87.220507, 87.764825, 91.191548, 105.355131, 688.194768], [47.144990, 47.165130, 48.281866, 52.607212, 350.702029], [98.994451, 99.521110, 103.492694, 119.164619, 770.289172], [60.685361, 61.122305, 65.570296, 76.589944, 470.743452], [99.563670, 100.172289, 104.046254, 120.112198, 783.305803], [34.537071, 34.586664, 37.730720, 43.695132, 272.806279], [35.386291, 35.726392, 38.863735, 45.538640, 305.351412], [48.306546, 48.425397, 50.828544, 58.753154, 382.448639], [41.016860, 41.475878, 45.106920, 52.398825, 323.194998], [41.069933, 41.142543, 42.219390, 48.734917, 318.647156], [69.236226, 70.016073, 72.165971, 82.296957, 523.983999]]
### 12
fourier: [[146.954479, 148.241069, 150.581028, 170.241313, 1149.588294], [28.093438, 28.502443, 30.440921, 34.885578, 246.136774], [57.892448, 58.331971, 61.225918, 69.654648, 465.732984], [17.891976, 17.966326, 19.755616, 22.853786, 164.357009], [32.906741, 33.236306, 36.452861, 41.955783, 267.259336], [110.945621, 111.700966, 117.845011, 135.442233, 910.426643], [52.554915, 52.885482, 54.971673, 63.080570, 413.562636], [62.889349, 63.288615, 63.615179, 70.972149, 486.972338], [65.015456, 65.546896, 69.241884, 79.250245, 536.392449], [148.975648, 149.949904, 156.713722, 179.275507, 1183.538509], [94.383669, 95.156406, 98.144340, 111.908875, 744.496006], [51.624717, 52.257654, 54.937762, 62.697594, 415.390816]]
### 14
fourier: [[54.834448, 55.606525, 58.560172, 66.795266, 435.702414], [134.307878, 136.009184, 140.228127, 158.247766, 1110.097432], [182.925624, 185.533874, 189.511448, 212.506659, 1486.650104], [199.917780, 202.524034, 206.229002, 231.549870, 1588.930564], [195.934757, 198.582706, 202.276070, 226.761288, 1563.454709], [158.098695, 160.244564, 163.491854, 183.470399, 1266.984490], [15.961649, 16.346137, 16.557325, 18.346254, 131.114460], [196.241395, 198.654383, 202.215576, 227.462781, 1560.871056], [10.595483, 10.845467, 11.423529, 13.560277, 104.181837], [109.258352, 110.504556, 113.464144, 128.131332, 866.850569], [182.301431, 184.724298, 190.219110, 214.320588, 1486.201484], [20.330355, 20.871923, 22.068893, 24.751669, 193.584711]]
### 16
fourier: [[298.537621, 302.883240, 308.349594, 345.264607, 2385.132266]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_ascending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.305260, 18.691059, 18.964608, 21.198413, 97.644977], [19.541812, 20.459336, 21.772306, 25.397092, 101.618760], [26.487861, 30.647348, 32.331677, 35.115035, 173.841702], [26.359619, 27.909592, 28.769719, 32.814604, 178.110100], [18.977857, 19.225756, 19.689339, 20.192693, 75.823475], [30.120107, 34.228239, 34.315435, 38.188072, 244.029307], [25.781910, 26.409447, 27.108080, 31.370429, 169.178425], [16.408403, 17.533614, 19.091049, 19.638723, 27.755491], [26.243322, 27.775531, 28.312047, 34.175931, 188.087043], [23.432599, 26.245977, 26.749859, 27.292364, 148.896843], [21.060490, 23.965009, 24.753385, 28.380721, 141.568531], [25.306932, 26.522579, 28.937965, 29.341632, 40.079828]]
### 2
fourier: [[43.480144, 45.481673, 46.603427, 48.330788, 303.330103], [25.745532, 25.840788, 27.124741, 33.987319, 93.829979], [17.800029, 18.134538, 19.335112, 21.316508, 141.755577], [54.149388, 60.069944, 62.314514, 64.650253, 388.646989], [32.590839, 33.708038, 33.997494, 35.797168, 255.256457], [17.792537, 19.448566, 20.135068, 20.650735, 196.765773], [15.174700, 15.743258, 15.761641, 18.824873, 22.933999], [32.631782, 35.584164, 40.208575, 41.296115, 323.357975], [30.609812, 31.634123, 35.358032, 38.414766, 272.819929], [37.441783, 41.463298, 51.103851, 51.743083, 431.070527], [27.379184, 27.892574, 31.130239, 32.293811, 65.467772], [43.221901, 48.841140, 50.089113, 54.530856, 324.258195]]
### 4
fourier: [[55.091894, 56.733251, 58.692243, 61.814856, 377.355301], [25.694841, 26.852852, 28.977226, 31.168765, 166.664887], [15.916498, 17.827633, 18.136791, 20.510510, 155.566659], [33.783215, 33.850961, 36.898209, 39.009736, 207.178033], [45.880142, 48.254000, 49.144268, 53.250987, 319.732340], [25.063351, 25.386087, 27.698162, 27.967406, 167.419687], [15.146291, 15.773543, 16.485103, 19.153379, 24.232547], [6.096749, 6.492282, 7.106186, 7.661384, 73.066668], [41.341016, 42.352199, 46.604983, 47.754830, 327.736676], [48.731093, 52.005894, 54.413129, 57.196924, 339.200893], [18.888247, 19.210201, 19.947136, 23.068309, 193.067601], [28.752655, 31.431556, 31.747211, 33.648109, 148.027171]]
### 6
fourier: [[33.338261, 35.015376, 37.682269, 41.292232, 213.423211], [16.546924, 16.798445, 18.054947, 20.775752, 117.291218], [15.604667, 16.085412, 16.208739, 17.057765, 80.737796], [6.753519, 7.384170, 7.430817, 7.746522, 24.143993], [2.959976, 3.037434, 3.070277, 3.146620, 13.221836], [49.914220, 50.647332, 53.142332, 57.996613, 354.393328], [13.938544, 14.053546, 14.385108, 16.838352, 129.643604], [1.961716, 2.035569, 2.113862, 2.363733, 5.867449], [46.290802, 48.264940, 48.441877, 53.788834, 356.934243], [30.765949, 31.550191, 34.150162, 37.459781, 237.762246], [52.036775, 54.016909, 58.465919, 63.972558, 315.625692], [51.560450, 51.574381, 53.758748, 57.318687, 368.337498]]
### 8
fourier: [[73.285103, 74.935434, 76.213942, 86.428974, 547.702933], [21.430383, 21.681544, 22.957485, 27.630924, 165.086611], [51.893735, 52.151725, 54.153027, 64.215332, 404.208502], [46.782458, 48.177812, 48.727453, 55.918285, 361.626895], [17.812537, 17.963291, 17.986296, 21.765006, 154.008085], [25.322147, 26.515999, 28.815016, 32.673522, 181.526971], [37.401054, 38.616551, 42.613431, 48.119528, 287.197118], [54.562928, 55.623584, 56.363210, 65.004071, 412.430194], [40.063436, 40.205754, 42.899405, 49.132286, 309.974160], [7.922067, 8.180690, 8.572829, 10.466211, 53.066412], [12.786011, 12.987089, 13.909091, 15.781421, 109.809714], [45.045002, 45.364538, 46.351072, 51.662157, 345.487630]]
### 10
fourier: [[47.469860, 48.003996, 49.537609, 57.313927, 367.377211], [87.220507, 87.764825, 91.191548, 105.355131, 688.194768], [47.144990, 47.165130, 48.281866, 52.607212, 350.702029], [98.994451, 99.521110, 103.492694, 119.164619, 770.289172], [60.685361, 61.122305, 65.570296, 76.589944, 470.743452], [99.563670, 100.172289, 104.046254, 120.112198, 783.305803], [34.537071, 34.586664, 37.730720, 43.695132, 272.806279], [35.386291, 35.726392, 38.863735, 45.538640, 305.351412], [48.306546, 48.425397, 50.828544, 58.753154, 382.448639], [41.016860, 41.475878, 45.106920, 52.398825, 323.194998], [41.069933, 41.142543, 42.219390, 48.734917, 318.647156], [69.236226, 70.016073, 72.165971, 82.296957, 523.983999]]
### 12
fourier: [[146.954479, 148.241069, 150.581028, 170.241313, 1149.588294], [28.093438, 28.502443, 30.440921, 34.885578, 246.136774], [57.892448, 58.331971, 61.225918, 69.654648, 465.732984], [17.891976, 17.966326, 19.755616, 22.853786, 164.357009], [32.906741, 33.236306, 36.452861, 41.955783, 267.259336], [110.945621, 111.700966, 117.845011, 135.442233, 910.426643], [52.554915, 52.885482, 54.971673, 63.080570, 413.562636], [62.889349, 63.288615, 63.615179, 70.972149, 486.972338], [65.015456, 65.546896, 69.241884, 79.250245, 536.392449], [148.975648, 149.949904, 156.713722, 179.275507, 1183.538509], [94.383669, 95.156406, 98.144340, 111.908875, 744.496006], [51.624717, 52.257654, 54.937762, 62.697594, 415.390816]]
### 14
fourier: [[54.834448, 55.606525, 58.560172, 66.795266, 435.702414], [134.307878, 136.009184, 140.228127, 158.247766, 1110.097432], [182.925624, 185.533874, 189.511448, 212.506659, 1486.650104], [199.917780, 202.524034, 206.229002, 231.549870, 1588.930564], [195.934757, 198.582706, 202.276070, 226.761288, 1563.454709], [158.098695, 160.244564, 163.491854, 183.470399, 1266.984490], [15.961649, 16.346137, 16.557325, 18.346254, 131.114460], [196.241395, 198.654383, 202.215576, 227.462781, 1560.871056], [10.595483, 10.845467, 11.423529, 13.560277, 104.181837], [109.258352, 110.504556, 113.464144, 128.131332, 866.850569], [182.301431, 184.724298, 190.219110, 214.320588, 1486.201484], [20.330355, 20.871923, 22.068893, 24.751669, 193.584711]]
### 16
fourier: [[298.537621, 302.883240, 308.349594, 345.264607, 2385.132266]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_ascending
|
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|
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9,945
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{"target_pattern": "contains_abc", "degraded_accuracy": 0.42, "improved_accuracy": 0.8, "improvement": 0.38000000000000006, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2838, "learning_rate": 0.038957211533008615, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.447392, 28.578670, 29.344394, 35.164972, 101.820389], [24.537685, 24.895071, 27.569443, 31.155999, 228.047407], [26.790158, 29.497046, 35.315869, 38.040955, 197.362759], [16.764526, 18.885461, 19.393423, 19.742178, 30.356352], [21.924379, 22.452223, 22.614005, 25.099137, 25.257678], [19.684982, 19.778877, 20.303483, 24.410639, 72.563550], [19.442163, 19.818545, 20.009838, 22.927422, 26.688733], [14.514785, 14.723839, 16.099481, 16.835683, 44.378077], [19.452932, 21.312270, 21.486951, 23.963725, 133.830906], [17.535152, 18.312938, 19.103528, 21.331073, 71.900905], [25.582414, 26.567163, 26.800881, 29.447553, 30.932268], [15.135475, 16.332189, 16.490667, 18.655997, 93.805920], [30.697010, 32.253252, 34.972319, 38.732840, 196.704108]]
### 2
fourier: [[19.877458, 24.380810, 25.365315, 25.523456, 190.113789], [11.864219, 11.989501, 12.966904, 13.224586, 52.846060], [20.812067, 21.912261, 23.325268, 25.358759, 105.668926], [13.120579, 14.044299, 17.522152, 18.033740, 141.006856], [11.437246, 11.525185, 12.316433, 13.056149, 56.145039], [17.942800, 20.689410, 20.730984, 23.130011, 181.972938], [32.986242, 37.553746, 39.730450, 40.568083, 270.892006], [8.910654, 9.847284, 10.760080, 10.946863, 13.142127], [16.821022, 18.715998, 24.471727, 27.525257, 193.895892], [24.173706, 26.973452, 30.452720, 30.731371, 222.069712], [19.631202, 19.911039, 22.496745, 24.719955, 110.219844], [22.752487, 24.189765, 27.191308, 28.885808, 162.077089], [11.551818, 11.999761, 14.237341, 16.308649, 120.568654]]
### 4
fourier: [[17.287328, 19.830040, 21.223925, 21.233401, 178.022153], [21.575860, 24.219803, 26.194497, 28.764895, 163.201865], [22.043592, 24.044614, 27.128947, 27.475203, 226.550615], [25.886308, 27.703210, 31.530903, 32.948527, 220.085558], [13.072823, 13.483599, 15.337968, 15.701315, 79.617981], [19.317822, 20.170331, 24.524728, 24.548243, 207.525605], [16.050963, 16.960361, 19.185966, 20.456362, 143.479422], [12.243133, 12.418880, 14.286115, 15.063389, 121.625038], [2.202645, 2.333166, 2.564659, 2.733619, 42.465168], [21.526076, 21.760854, 24.627968, 25.111409, 172.391535], [6.529066, 6.837136, 7.777943, 7.804307, 42.074617], [17.392566, 19.027367, 21.936083, 23.475150, 115.647410], [34.340418, 35.386856, 41.194825, 43.038673, 240.107137]]
### 6
fourier: [[13.633847, 14.201689, 16.245159, 17.021112, 114.807086], [3.455741, 3.553659, 3.843174, 4.050611, 12.036011], [21.630896, 23.854873, 26.823573, 28.456193, 180.092574], [34.490718, 37.916511, 42.888247, 45.244183, 269.551294], [14.265399, 16.444115, 17.758925, 18.946462, 103.780060], [27.435901, 28.261751, 32.408137, 33.897258, 188.660361], [26.696268, 29.466274, 33.167953, 35.059926, 219.865776], [31.983762, 35.443690, 39.642972, 42.056967, 227.706437], [8.602302, 9.712827, 10.688776, 11.489295, 91.412103], [6.521179, 6.582059, 7.728382, 7.968176, 70.180176], [33.257381, 35.101889, 40.255076, 42.165882, 260.717182], [13.763982, 14.850739, 16.718868, 17.652341, 118.019708], [9.547164, 11.020451, 11.455612, 12.669449, 93.766464]]
### 8
fourier: [[20.361552, 21.770402, 24.568462, 26.034042, 151.942637], [23.628697, 25.837992, 29.040108, 30.827268, 189.510426], [18.343679, 20.183366, 22.591280, 23.991135, 154.484261], [9.408118, 10.602242, 11.618208, 12.439637, 92.679566], [5.573337, 6.240685, 6.958834, 7.403831, 21.041190], [32.747233, 36.131230, 40.547281, 43.082849, 235.081223], [13.301324, 14.593976, 16.215436, 17.345236, 103.583209], [34.850932, 38.217195, 42.959791, 45.549626, 245.121936], [22.934485, 25.384645, 28.403422, 30.199243, 191.188984], [9.659663, 10.210696, 11.653515, 12.307281, 45.648196], [0.413917, 0.463154, 0.479467, 0.485704, 14.586982], [14.151776, 15.148192, 17.335965, 18.173374, 132.264905], [30.210523, 33.444854, 37.336701, 39.769526, 247.026036]]
### 10
fourier: [[10.306400, 11.110721, 12.105128, 13.183424, 80.681291], [14.823125, 16.418047, 18.399669, 19.631694, 87.694055], [11.677985, 12.767930, 14.189532, 15.178430, 121.805271], [10.897694, 11.835507, 13.282493, 14.158830, 89.328527], [4.423218, 4.770252, 5.370334, 5.747171, 37.812435], [7.447406, 7.968665, 8.705618, 9.468284, 73.818857], [47.688068, 52.529881, 58.811866, 62.744538, 374.655901], [20.327100, 22.285345, 24.989377, 26.613495, 141.956064], [5.514446, 5.873443, 6.377446, 7.003413, 60.341733], [0.406446, 0.414990, 0.459202, 0.514615, 11.668329], [30.149506, 32.923728, 36.703405, 39.319649, 231.391010], [23.601457, 25.934525, 29.020022, 30.944099, 192.571622], [8.175020, 8.845850, 9.191595, 10.568071, 11.145915]]
### 12
fourier: [[21.020736, 22.945511, 25.455677, 26.997083, 173.641379], [9.860400, 10.291034, 11.717561, 12.680714, 69.482837], [2.082480, 2.097841, 2.401054, 2.633218, 23.936931], [12.644153, 13.579299, 15.241365, 16.391372, 100.020738], [22.369844, 23.964179, 26.945496, 29.011644, 185.865972], [0.887158, 0.985504, 0.986075, 1.122173, 39.515058], [25.745620, 27.781430, 31.334277, 33.578882, 213.481439], [30.380133, 33.464519, 37.120487, 39.546301, 220.615709], [11.023997, 11.758741, 13.365110, 14.332433, 83.814429], [7.613015, 7.891377, 8.965124, 9.738208, 61.648386], [2.442864, 2.638493, 2.693331, 3.086980, 31.010520], [20.628957, 21.729551, 24.466609, 26.506937, 157.914615], [20.791591, 22.856955, 25.242767, 26.858103, 108.742590]]
### 14
fourier: [[6.714281, 7.283361, 7.896971, 8.528238, 42.643517], [12.500441, 13.625381, 14.831714, 15.980264, 88.900087], [8.544491, 9.346250, 10.202603, 10.974308, 78.410863], [0.371749, 0.375702, 0.436467, 0.487875, 7.628802], [8.621824, 9.495521, 10.421580, 11.174004, 80.849816], [0.301425, 0.314683, 0.339191, 0.342397, 6.039395], [3.873467, 4.012851, 4.171417, 4.614114, 36.757970], [6.492092, 7.034943, 7.864892, 8.338823, 68.629938], [10.708284, 11.679437, 12.720099, 13.700929, 71.482968], [10.099311, 11.203901, 12.384876, 13.222117, 68.137688], [15.489967, 16.871307, 18.353853, 19.782235, 117.608263], [1.773065, 1.967342, 2.171566, 2.320395, 21.663550], [2.579703, 2.725765, 2.888137, 3.160627, 14.326317]]
### 16
fourier: [[10.724982, 11.773644, 12.889934, 13.845377, 69.698486]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.447392, 28.578670, 29.344394, 35.164972, 101.820389], [24.537685, 24.895071, 27.569443, 31.155999, 228.047407], [26.790158, 29.497046, 35.315869, 38.040955, 197.362759], [16.764526, 18.885461, 19.393423, 19.742178, 30.356352], [21.924379, 22.452223, 22.614005, 25.099137, 25.257678], [19.684982, 19.778877, 20.303483, 24.410639, 72.563550], [19.442163, 19.818545, 20.009838, 22.927422, 26.688733], [14.514785, 14.723839, 16.099481, 16.835683, 44.378077], [19.452932, 21.312270, 21.486951, 23.963725, 133.830906], [17.535152, 18.312938, 19.103528, 21.331073, 71.900905], [25.582414, 26.567163, 26.800881, 29.447553, 30.932268], [15.135475, 16.332189, 16.490667, 18.655997, 93.805920], [30.697010, 32.253252, 34.972319, 38.732840, 196.704108]]
### 2
fourier: [[19.877458, 24.380810, 25.365315, 25.523456, 190.113789], [11.864219, 11.989501, 12.966904, 13.224586, 52.846060], [20.812067, 21.912261, 23.325268, 25.358759, 105.668926], [13.120579, 14.044299, 17.522152, 18.033740, 141.006856], [11.437246, 11.525185, 12.316433, 13.056149, 56.145039], [17.942800, 20.689410, 20.730984, 23.130011, 181.972938], [32.986242, 37.553746, 39.730450, 40.568083, 270.892006], [8.910654, 9.847284, 10.760080, 10.946863, 13.142127], [16.821022, 18.715998, 24.471727, 27.525257, 193.895892], [24.173706, 26.973452, 30.452720, 30.731371, 222.069712], [19.631202, 19.911039, 22.496745, 24.719955, 110.219844], [22.752487, 24.189765, 27.191308, 28.885808, 162.077089], [11.551818, 11.999761, 14.237341, 16.308649, 120.568654]]
### 4
fourier: [[17.287328, 19.830040, 21.223925, 21.233401, 178.022153], [21.575860, 24.219803, 26.194497, 28.764895, 163.201865], [22.043592, 24.044614, 27.128947, 27.475203, 226.550615], [25.886308, 27.703210, 31.530903, 32.948527, 220.085558], [13.072823, 13.483599, 15.337968, 15.701315, 79.617981], [19.317822, 20.170331, 24.524728, 24.548243, 207.525605], [16.050963, 16.960361, 19.185966, 20.456362, 143.479422], [12.243133, 12.418880, 14.286115, 15.063389, 121.625038], [2.202645, 2.333166, 2.564659, 2.733619, 42.465168], [21.526076, 21.760854, 24.627968, 25.111409, 172.391535], [6.529066, 6.837136, 7.777943, 7.804307, 42.074617], [17.392566, 19.027367, 21.936083, 23.475150, 115.647410], [34.340418, 35.386856, 41.194825, 43.038673, 240.107137]]
### 6
fourier: [[13.633847, 14.201689, 16.245159, 17.021112, 114.807086], [3.455741, 3.553659, 3.843174, 4.050611, 12.036011], [21.630896, 23.854873, 26.823573, 28.456193, 180.092574], [34.490718, 37.916511, 42.888247, 45.244183, 269.551294], [14.265399, 16.444115, 17.758925, 18.946462, 103.780060], [27.435901, 28.261751, 32.408137, 33.897258, 188.660361], [26.696268, 29.466274, 33.167953, 35.059926, 219.865776], [31.983762, 35.443690, 39.642972, 42.056967, 227.706437], [8.602302, 9.712827, 10.688776, 11.489295, 91.412103], [6.521179, 6.582059, 7.728382, 7.968176, 70.180176], [33.257381, 35.101889, 40.255076, 42.165882, 260.717182], [13.763982, 14.850739, 16.718868, 17.652341, 118.019708], [9.547164, 11.020451, 11.455612, 12.669449, 93.766464]]
### 8
fourier: [[20.361552, 21.770402, 24.568462, 26.034042, 151.942637], [23.628697, 25.837992, 29.040108, 30.827268, 189.510426], [18.343679, 20.183366, 22.591280, 23.991135, 154.484261], [9.408118, 10.602242, 11.618208, 12.439637, 92.679566], [5.573337, 6.240685, 6.958834, 7.403831, 21.041190], [32.747233, 36.131230, 40.547281, 43.082849, 235.081223], [13.301324, 14.593976, 16.215436, 17.345236, 103.583209], [34.850932, 38.217195, 42.959791, 45.549626, 245.121936], [22.934485, 25.384645, 28.403422, 30.199243, 191.188984], [9.659663, 10.210696, 11.653515, 12.307281, 45.648196], [0.413917, 0.463154, 0.479467, 0.485704, 14.586982], [14.151776, 15.148192, 17.335965, 18.173374, 132.264905], [30.210523, 33.444854, 37.336701, 39.769526, 247.026036]]
### 10
fourier: [[10.306400, 11.110721, 12.105128, 13.183424, 80.681291], [14.823125, 16.418047, 18.399669, 19.631694, 87.694055], [11.677985, 12.767930, 14.189532, 15.178430, 121.805271], [10.897694, 11.835507, 13.282493, 14.158830, 89.328527], [4.423218, 4.770252, 5.370334, 5.747171, 37.812435], [7.447406, 7.968665, 8.705618, 9.468284, 73.818857], [47.688068, 52.529881, 58.811866, 62.744538, 374.655901], [20.327100, 22.285345, 24.989377, 26.613495, 141.956064], [5.514446, 5.873443, 6.377446, 7.003413, 60.341733], [0.406446, 0.414990, 0.459202, 0.514615, 11.668329], [30.149506, 32.923728, 36.703405, 39.319649, 231.391010], [23.601457, 25.934525, 29.020022, 30.944099, 192.571622], [8.175020, 8.845850, 9.191595, 10.568071, 11.145915]]
### 12
fourier: [[21.020736, 22.945511, 25.455677, 26.997083, 173.641379], [9.860400, 10.291034, 11.717561, 12.680714, 69.482837], [2.082480, 2.097841, 2.401054, 2.633218, 23.936931], [12.644153, 13.579299, 15.241365, 16.391372, 100.020738], [22.369844, 23.964179, 26.945496, 29.011644, 185.865972], [0.887158, 0.985504, 0.986075, 1.122173, 39.515058], [25.745620, 27.781430, 31.334277, 33.578882, 213.481439], [30.380133, 33.464519, 37.120487, 39.546301, 220.615709], [11.023997, 11.758741, 13.365110, 14.332433, 83.814429], [7.613015, 7.891377, 8.965124, 9.738208, 61.648386], [2.442864, 2.638493, 2.693331, 3.086980, 31.010520], [20.628957, 21.729551, 24.466609, 26.506937, 157.914615], [20.791591, 22.856955, 25.242767, 26.858103, 108.742590]]
### 14
fourier: [[6.714281, 7.283361, 7.896971, 8.528238, 42.643517], [12.500441, 13.625381, 14.831714, 15.980264, 88.900087], [8.544491, 9.346250, 10.202603, 10.974308, 78.410863], [0.371749, 0.375702, 0.436467, 0.487875, 7.628802], [8.621824, 9.495521, 10.421580, 11.174004, 80.849816], [0.301425, 0.314683, 0.339191, 0.342397, 6.039395], [3.873467, 4.012851, 4.171417, 4.614114, 36.757970], [6.492092, 7.034943, 7.864892, 8.338823, 68.629938], [10.708284, 11.679437, 12.720099, 13.700929, 71.482968], [10.099311, 11.203901, 12.384876, 13.222117, 68.137688], [15.489967, 16.871307, 18.353853, 19.782235, 117.608263], [1.773065, 1.967342, 2.171566, 2.320395, 21.663550], [2.579703, 2.725765, 2.888137, 3.160627, 14.326317]]
### 16
fourier: [[10.724982, 11.773644, 12.889934, 13.845377, 69.698486]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.702978253364563, "train_acc": 0.39, "val_loss": 0.7049304842948914, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.681125819683075, "train_acc": 0.58, "val_loss": 0.721793532371521, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6195022761821747, "train_acc": 0.58, "val_loss": 0.8673335909843445, "val_acc": 0.42}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6463975310325623, "train_acc": 0.58, "val_loss": 0.6408860683441162, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.7026937007904053, "train_acc": 0.52, "val_loss": 0.5624410510063171, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5576188862323761, "train_acc": 0.75, "val_loss": 0.6277564764022827, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.6382523477077484, "train_acc": 0.74, "val_loss": 0.6226152777671814, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.6233308613300323, "train_acc": 0.725, "val_loss": 0.569765031337738, "val_acc": 0.78}], "summary": {"total_epochs": 8, "degraded_epochs": 4, "improved_epochs": 4, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.7049304842948914, "final_val_loss": 0.6408860683441162, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.5624410510063171, "final_val_loss": 0.569765031337738, "initial_val_acc": 0.8, "final_val_acc": 0.78, "best_val_acc": 0.8, "best_epoch": 4}, "improvement": 0.38000000000000006, "first_improvement_epoch": 3}}
|
9,946
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.44, "improved_accuracy": 0.84, "improvement": 0.39999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4450, "learning_rate": 0.039219125341072705, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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## Activation Signature
### 0
fourier: [[20.653028, 23.428631, 24.568403, 25.372454, 185.191655], [21.293533, 23.340013, 24.414508, 26.379050, 218.263152], [21.159919, 21.204923, 23.425926, 24.667043, 30.558336], [10.038023, 10.564896, 11.283329, 12.335547, 88.093850], [11.582313, 11.589906, 12.337789, 12.480533, 16.896831], [31.279677, 31.429556, 31.662370, 36.306614, 214.543934], [19.058387, 20.024443, 22.610466, 25.841440, 132.903086], [24.656274, 25.443919, 27.718551, 37.094615, 75.859271], [31.823535, 33.113969, 33.754505, 35.544372, 204.356416], [15.481639, 17.156072, 19.356574, 19.756456, 35.140922]]
### 2
fourier: [[17.047357, 17.390538, 18.323413, 20.181784, 157.001782], [15.126662, 15.458697, 16.820577, 17.651840, 169.987884], [15.185829, 15.344870, 15.676938, 15.822159, 92.880329], [20.658605, 23.376568, 25.648487, 30.766749, 90.587482], [11.172156, 11.381411, 12.399334, 12.928905, 100.420100], [15.142706, 15.806918, 19.545785, 20.230754, 120.073350], [17.818728, 18.524943, 19.731920, 19.946811, 166.438658], [18.719422, 19.891355, 23.542289, 25.971705, 57.898260], [14.505651, 15.986494, 18.452946, 20.632409, 134.253154], [15.514997, 15.912975, 16.763944, 17.078447, 173.148683]]
### 4
fourier: [[4.979629, 5.183872, 5.228777, 5.267802, 54.604463], [1.542355, 2.086319, 2.103343, 2.241292, 3.858944], [9.044201, 9.087939, 10.290676, 10.652347, 45.460175], [9.225884, 10.768347, 11.645690, 14.434385, 141.334216], [12.197406, 12.998129, 15.598092, 19.555252, 46.629850], [5.788791, 6.002431, 6.339718, 7.746484, 9.771951], [15.917654, 16.367214, 17.326432, 19.964047, 71.453426], [14.102114, 15.396587, 15.837472, 18.036840, 44.807428], [7.122823, 7.298775, 7.451512, 7.529044, 41.893275], [20.568423, 21.978119, 23.735118, 28.436954, 63.869108]]
### 6
fourier: [[20.104936, 21.601260, 22.953078, 26.786676, 68.390512], [16.136373, 16.417253, 19.292148, 26.243515, 109.162508], [12.499068, 12.545337, 12.761550, 15.264981, 36.691677], [13.257322, 14.968118, 15.843693, 16.957154, 18.097334], [4.505605, 4.530393, 4.556692, 4.703389, 5.826314], [13.591293, 13.973113, 14.667027, 18.601803, 28.874712], [15.774385, 15.879856, 17.599895, 19.864500, 62.276237], [22.649888, 23.505512, 25.282679, 29.552790, 64.536398], [6.747810, 6.759939, 7.413940, 8.686583, 29.667227], [28.010170, 28.098298, 28.152339, 38.479722, 125.771544]]
### 8
fourier: [[4.193405, 4.371338, 4.788138, 5.471045, 29.011721], [6.054408, 6.209675, 6.246213, 7.598698, 19.161172], [7.126782, 7.283185, 7.476847, 8.672091, 18.987836], [4.542599, 4.680212, 5.032110, 5.489988, 12.776435], [8.903357, 8.920929, 9.411206, 11.232683, 20.392604], [42.913136, 44.686942, 46.318610, 61.931182, 181.863448], [5.946514, 6.321036, 6.322198, 8.355649, 11.231263], [9.223012, 9.678306, 9.864991, 11.484740, 34.679744], [37.878282, 39.314678, 40.615577, 50.571833, 95.703439], [45.261408, 47.407794, 49.051950, 60.656653, 153.637653]]
### 10
fourier: [[2.463479, 2.495782, 2.744278, 3.782782, 39.502387], [36.140873, 40.732488, 40.840840, 50.265165, 121.918300], [27.375600, 27.730466, 30.321189, 41.294948, 111.776576], [7.735018, 8.811470, 9.234598, 9.778556, 10.859379], [4.140334, 4.425030, 4.564037, 4.770433, 14.291623], [38.949292, 41.946344, 43.836346, 55.869154, 139.363128], [53.836016, 57.857738, 60.946425, 78.095568, 218.294995], [7.865490, 7.918269, 9.176584, 12.108233, 55.220751], [35.252215, 38.307516, 39.814095, 50.214900, 97.413883], [43.630352, 47.359970, 49.296374, 62.948534, 147.970630]]
### 12
fourier: [[16.498224, 17.065475, 19.369547, 23.657275, 84.272843], [68.812258, 71.715232, 79.731479, 101.035429, 324.355177], [72.527805, 74.785407, 84.084617, 106.638604, 317.018135], [13.877115, 14.791436, 16.238908, 20.240117, 77.962282], [30.921063, 32.210043, 35.925171, 45.362045, 144.180105], [29.933914, 30.717024, 34.671966, 43.832870, 131.743622], [3.719535, 4.179570, 4.351075, 5.305611, 60.466606], [19.072909, 20.265798, 22.273590, 27.541943, 98.086930], [48.424875, 49.461124, 55.916694, 71.050231, 231.331400], [4.965536, 5.420341, 5.748126, 6.946175, 41.597376]]
### 14
fourier: [[71.542083, 72.721220, 82.839716, 104.452699, 320.544573], [8.937779, 9.696056, 10.440301, 13.277791, 14.436950], [63.352102, 64.980638, 73.460434, 92.536937, 304.141598], [2.737547, 2.885742, 3.255241, 4.044763, 22.488221], [9.157019, 9.973777, 10.389769, 13.776627, 42.553504], [36.213284, 36.808785, 41.740938, 53.093597, 148.117992], [0.950741, 0.953764, 1.044406, 1.059338, 37.965963], [93.720050, 95.326143, 108.613761, 136.780764, 416.968865], [42.143075, 42.243159, 48.763690, 61.277867, 217.700578], [0.517339, 0.521642, 0.630343, 0.783914, 34.503268]]
### 16
fourier: [[37.254666, 37.352749, 43.208649, 54.013952, 158.648679]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.653028, 23.428631, 24.568403, 25.372454, 185.191655], [21.293533, 23.340013, 24.414508, 26.379050, 218.263152], [21.159919, 21.204923, 23.425926, 24.667043, 30.558336], [10.038023, 10.564896, 11.283329, 12.335547, 88.093850], [11.582313, 11.589906, 12.337789, 12.480533, 16.896831], [31.279677, 31.429556, 31.662370, 36.306614, 214.543934], [19.058387, 20.024443, 22.610466, 25.841440, 132.903086], [24.656274, 25.443919, 27.718551, 37.094615, 75.859271], [31.823535, 33.113969, 33.754505, 35.544372, 204.356416], [15.481639, 17.156072, 19.356574, 19.756456, 35.140922]]
### 2
fourier: [[17.047357, 17.390538, 18.323413, 20.181784, 157.001782], [15.126662, 15.458697, 16.820577, 17.651840, 169.987884], [15.185829, 15.344870, 15.676938, 15.822159, 92.880329], [20.658605, 23.376568, 25.648487, 30.766749, 90.587482], [11.172156, 11.381411, 12.399334, 12.928905, 100.420100], [15.142706, 15.806918, 19.545785, 20.230754, 120.073350], [17.818728, 18.524943, 19.731920, 19.946811, 166.438658], [18.719422, 19.891355, 23.542289, 25.971705, 57.898260], [14.505651, 15.986494, 18.452946, 20.632409, 134.253154], [15.514997, 15.912975, 16.763944, 17.078447, 173.148683]]
### 4
fourier: [[4.979629, 5.183872, 5.228777, 5.267802, 54.604463], [1.542355, 2.086319, 2.103343, 2.241292, 3.858944], [9.044201, 9.087939, 10.290676, 10.652347, 45.460175], [9.225884, 10.768347, 11.645690, 14.434385, 141.334216], [12.197406, 12.998129, 15.598092, 19.555252, 46.629850], [5.788791, 6.002431, 6.339718, 7.746484, 9.771951], [15.917654, 16.367214, 17.326432, 19.964047, 71.453426], [14.102114, 15.396587, 15.837472, 18.036840, 44.807428], [7.122823, 7.298775, 7.451512, 7.529044, 41.893275], [20.568423, 21.978119, 23.735118, 28.436954, 63.869108]]
### 6
fourier: [[20.104936, 21.601260, 22.953078, 26.786676, 68.390512], [16.136373, 16.417253, 19.292148, 26.243515, 109.162508], [12.499068, 12.545337, 12.761550, 15.264981, 36.691677], [13.257322, 14.968118, 15.843693, 16.957154, 18.097334], [4.505605, 4.530393, 4.556692, 4.703389, 5.826314], [13.591293, 13.973113, 14.667027, 18.601803, 28.874712], [15.774385, 15.879856, 17.599895, 19.864500, 62.276237], [22.649888, 23.505512, 25.282679, 29.552790, 64.536398], [6.747810, 6.759939, 7.413940, 8.686583, 29.667227], [28.010170, 28.098298, 28.152339, 38.479722, 125.771544]]
### 8
fourier: [[4.193405, 4.371338, 4.788138, 5.471045, 29.011721], [6.054408, 6.209675, 6.246213, 7.598698, 19.161172], [7.126782, 7.283185, 7.476847, 8.672091, 18.987836], [4.542599, 4.680212, 5.032110, 5.489988, 12.776435], [8.903357, 8.920929, 9.411206, 11.232683, 20.392604], [42.913136, 44.686942, 46.318610, 61.931182, 181.863448], [5.946514, 6.321036, 6.322198, 8.355649, 11.231263], [9.223012, 9.678306, 9.864991, 11.484740, 34.679744], [37.878282, 39.314678, 40.615577, 50.571833, 95.703439], [45.261408, 47.407794, 49.051950, 60.656653, 153.637653]]
### 10
fourier: [[2.463479, 2.495782, 2.744278, 3.782782, 39.502387], [36.140873, 40.732488, 40.840840, 50.265165, 121.918300], [27.375600, 27.730466, 30.321189, 41.294948, 111.776576], [7.735018, 8.811470, 9.234598, 9.778556, 10.859379], [4.140334, 4.425030, 4.564037, 4.770433, 14.291623], [38.949292, 41.946344, 43.836346, 55.869154, 139.363128], [53.836016, 57.857738, 60.946425, 78.095568, 218.294995], [7.865490, 7.918269, 9.176584, 12.108233, 55.220751], [35.252215, 38.307516, 39.814095, 50.214900, 97.413883], [43.630352, 47.359970, 49.296374, 62.948534, 147.970630]]
### 12
fourier: [[16.498224, 17.065475, 19.369547, 23.657275, 84.272843], [68.812258, 71.715232, 79.731479, 101.035429, 324.355177], [72.527805, 74.785407, 84.084617, 106.638604, 317.018135], [13.877115, 14.791436, 16.238908, 20.240117, 77.962282], [30.921063, 32.210043, 35.925171, 45.362045, 144.180105], [29.933914, 30.717024, 34.671966, 43.832870, 131.743622], [3.719535, 4.179570, 4.351075, 5.305611, 60.466606], [19.072909, 20.265798, 22.273590, 27.541943, 98.086930], [48.424875, 49.461124, 55.916694, 71.050231, 231.331400], [4.965536, 5.420341, 5.748126, 6.946175, 41.597376]]
### 14
fourier: [[71.542083, 72.721220, 82.839716, 104.452699, 320.544573], [8.937779, 9.696056, 10.440301, 13.277791, 14.436950], [63.352102, 64.980638, 73.460434, 92.536937, 304.141598], [2.737547, 2.885742, 3.255241, 4.044763, 22.488221], [9.157019, 9.973777, 10.389769, 13.776627, 42.553504], [36.213284, 36.808785, 41.740938, 53.093597, 148.117992], [0.950741, 0.953764, 1.044406, 1.059338, 37.965963], [93.720050, 95.326143, 108.613761, 136.780764, 416.968865], [42.143075, 42.243159, 48.763690, 61.277867, 217.700578], [0.517339, 0.521642, 0.630343, 0.783914, 34.503268]]
### 16
fourier: [[37.254666, 37.352749, 43.208649, 54.013952, 158.648679]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7167601585388184, "train_acc": 0.42, "val_loss": 0.6973435282707214, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6835670173168182, "train_acc": 0.58, "val_loss": 0.7565890550613403, "val_acc": 0.44}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6919111609458923, "train_acc": 0.58, "val_loss": 0.7357149720191956, "val_acc": 0.44}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6447824537754059, "train_acc": 0.58, "val_loss": 0.6189274787902832, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.5352713763713837, "train_acc": 0.515, "val_loss": 0.5128514766693115, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.6097738146781921, "train_acc": 0.8, "val_loss": 0.4797939360141754, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.4892462193965912, "train_acc": 0.775, "val_loss": 0.6097152233123779, "val_acc": 0.64}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.6078361570835114, "train_acc": 0.64, "val_loss": 0.6115099191665649, "val_acc": 0.64}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.578107625246048, "train_acc": 0.665, "val_loss": 0.5863886475563049, "val_acc": 0.66}], "summary": {"total_epochs": 9, "degraded_epochs": 4, "improved_epochs": 5, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 0.6973435282707214, "final_val_loss": 0.6189274787902832, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.5128514766693115, "final_val_loss": 0.5863886475563049, "initial_val_acc": 0.84, "final_val_acc": 0.66, "best_val_acc": 0.84, "best_epoch": 4}, "improvement": 0.39999999999999997, "first_improvement_epoch": 3}}
|
9,947
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.64, "improved_accuracy": 0.94, "improvement": 0.29999999999999993, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 5988, "learning_rate": 0.0898028130742404, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[32.330962, 32.865590, 33.142527, 34.556787, 71.672034], [45.613734, 49.388676, 49.944046, 52.824446, 52.925029], [44.856029, 45.289602, 48.173585, 56.992469, 312.463573], [17.799842, 19.283871, 21.977501, 29.735525, 39.435299], [46.530127, 47.940066, 51.024532, 59.207246, 273.439843], [23.519897, 24.701871, 30.271456, 30.605834, 179.810880], [32.685750, 34.049760, 40.287509, 42.880919, 138.319286], [27.475082, 28.222094, 35.765000, 40.835345, 60.548483], [26.460112, 27.264403, 28.807733, 30.444701, 98.222933], [36.390431, 39.294892, 43.908640, 48.251337, 332.162138], [56.363035, 58.910225, 59.167774, 66.640804, 615.889586]]
### 2
fourier: [[43.195388, 44.767940, 47.240123, 53.788234, 169.456473], [64.970588, 66.085753, 71.561620, 74.404098, 272.152782], [63.340303, 70.006615, 73.234889, 77.742327, 206.926926], [15.853239, 16.498977, 18.221970, 21.235961, 154.622938], [30.761575, 31.205368, 35.307186, 43.937250, 303.957306], [38.475024, 38.604564, 41.346062, 46.247091, 332.397009], [49.246779, 50.652310, 57.119842, 57.670481, 379.976261], [35.046755, 37.530204, 39.203486, 42.873508, 218.450941], [18.337150, 18.734162, 21.377232, 22.843092, 178.814880], [58.665512, 59.623804, 61.714921, 68.005857, 192.995432], [14.433821, 14.439708, 14.673881, 16.534299, 130.462186]]
### 4
fourier: [[119.795533, 125.720949, 133.773628, 143.486053, 433.950050], [103.004325, 103.632965, 109.348079, 122.376671, 391.929454], [139.243958, 143.389099, 151.654771, 165.215028, 616.520792], [31.988121, 34.141266, 35.627723, 39.425758, 75.685120], [73.895891, 73.941414, 79.641079, 88.160066, 227.781356], [25.831536, 26.364970, 29.484864, 30.665428, 157.471017], [60.519969, 66.085512, 68.947627, 72.866185, 302.871225], [60.512696, 63.484224, 64.080143, 69.808546, 360.864632], [8.264660, 9.843826, 10.224322, 11.346387, 12.685989], [24.956902, 25.008398, 25.173522, 25.916495, 119.718805], [53.726231, 57.178860, 58.404298, 63.554816, 189.553871]]
### 6
fourier: [[152.071518, 169.675212, 174.480584, 180.431768, 660.770088], [40.267032, 41.817401, 42.563381, 50.509215, 116.908593], [41.564788, 42.678552, 46.754435, 49.515757, 208.308866], [129.980117, 130.549946, 142.458246, 158.541559, 534.728595], [81.391868, 82.058159, 89.122594, 99.130535, 289.641398], [5.929026, 6.596423, 7.163083, 7.249486, 55.888340], [60.426510, 62.953238, 64.048628, 66.388654, 308.733327], [147.384580, 149.095973, 158.620612, 174.908458, 696.179875], [41.162243, 51.073322, 55.548183, 57.792817, 239.193969], [49.187218, 51.965931, 54.273912, 61.896710, 143.326614], [165.358080, 165.727611, 178.310592, 199.036082, 726.683763]]
### 8
fourier: [[71.118900, 74.472519, 79.903589, 87.246870, 335.801010], [173.708228, 181.631308, 193.411009, 209.963196, 708.799772], [46.294410, 49.067261, 51.811807, 55.973250, 223.356828], [34.935811, 35.125145, 37.740301, 41.948893, 229.549066], [6.971562, 7.823974, 8.474399, 8.962753, 34.867920], [165.430504, 177.843743, 187.835066, 202.153419, 681.905409], [158.091222, 162.613749, 175.891572, 199.114558, 758.932942], [52.335287, 54.639221, 55.146140, 66.378910, 222.615292], [97.029024, 97.349528, 102.453525, 117.389454, 468.779425], [114.052039, 120.463369, 128.300496, 139.402482, 540.170743], [92.946638, 103.310256, 105.758101, 109.857727, 413.719972]]
### 10
fourier: [[250.532328, 268.298581, 283.377611, 304.163861, 1042.731221], [295.616323, 317.108993, 334.300404, 359.043769, 1246.657060], [158.378705, 163.328487, 175.080647, 191.980539, 695.360754], [47.779844, 52.492757, 52.793988, 54.173438, 79.495511], [88.896325, 97.713770, 102.189346, 108.060989, 340.948431], [7.146060, 7.214262, 7.796175, 9.395388, 59.354436], [35.628660, 36.406561, 38.564682, 43.587321, 174.554644], [48.949566, 53.602102, 56.465042, 59.284869, 187.029830], [217.254082, 230.563298, 244.184275, 264.182596, 937.489951], [239.897731, 254.984926, 270.399021, 291.537464, 1010.045455], [247.717421, 263.654062, 278.702621, 300.455317, 1065.494789]]
### 12
fourier: [[813.379498, 875.503908, 922.427462, 988.175289, 3523.921370], [652.192011, 698.535756, 737.339631, 792.893674, 2831.548148], [413.954116, 443.781856, 468.354502, 502.990360, 1837.922923], [358.644528, 386.152524, 406.789426, 435.961863, 1580.071600], [619.974851, 664.395253, 701.100325, 753.156893, 2670.312060], [735.400435, 792.638767, 834.454151, 893.039835, 3102.471745], [403.348106, 429.580281, 453.868296, 488.994377, 1780.644595], [677.926858, 734.892124, 772.291396, 823.277536, 2830.066229], [671.754248, 729.768707, 766.289609, 815.802264, 2776.716057], [273.671307, 291.345449, 308.338068, 333.155909, 1236.007032], [83.990163, 88.070654, 93.896368, 102.624609, 434.047500]]
### 14
fourier: [[810.232318, 883.589357, 926.778913, 983.442292, 3437.992101], [607.605394, 660.281634, 692.783769, 738.691215, 2589.047754], [877.994762, 959.028981, 1005.726481, 1065.871829, 3719.619184], [669.924866, 730.789062, 765.760384, 813.969757, 2863.420215], [94.009238, 100.237648, 105.567168, 115.148075, 444.187567], [1.851711, 1.927764, 2.108144, 2.432789, 3.153578], [120.520939, 131.596138, 138.686776, 145.714797, 503.459552], [309.051419, 337.469104, 353.336695, 376.121630, 1380.385088], [1467.706562, 1599.212831, 1677.682255, 1782.037591, 6158.325892], [977.257152, 1065.346871, 1117.269260, 1186.213585, 4131.710570], [24.568660, 27.076515, 28.134833, 30.251738, 176.408646]]
### 16
fourier: [[1009.930386, 1100.778624, 1154.679781, 1226.769952, 4248.123465], [1126.282766, 1228.724181, 1288.626691, 1367.809714, 4757.387459], [959.634429, 1045.703451, 1097.202706, 1165.349553, 4088.631114], [1332.111011, 1452.345727, 1523.487896, 1617.818858, 5618.893479], [222.933595, 244.324783, 256.130722, 269.964901, 1007.010775], [921.784548, 1004.969683, 1054.773461, 1118.977303, 3881.352316], [686.506497, 748.987738, 785.790982, 834.006585, 2859.658061], [774.367610, 844.380901, 885.881492, 940.186913, 3307.836810], [722.691927, 788.783689, 827.225644, 877.812789, 2996.490965], [736.742564, 805.609402, 844.080887, 894.156757, 3051.699626], [1746.647429, 1904.842278, 1998.000889, 2120.987361, 7374.497931]]
### 18
fourier: [[308.488975, 336.796747, 353.307874, 374.700583, 1272.458808]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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[
0.095184,
0.033433,
-0.021675,
0.16605,
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0.205636,
-0.310061,
0.00167,
-0.21668,
0.082489,
0.367361
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],
"network.18.bias": [
0.140071
]
}
## Activation Signature
### 0
fourier: [[32.330962, 32.865590, 33.142527, 34.556787, 71.672034], [45.613734, 49.388676, 49.944046, 52.824446, 52.925029], [44.856029, 45.289602, 48.173585, 56.992469, 312.463573], [17.799842, 19.283871, 21.977501, 29.735525, 39.435299], [46.530127, 47.940066, 51.024532, 59.207246, 273.439843], [23.519897, 24.701871, 30.271456, 30.605834, 179.810880], [32.685750, 34.049760, 40.287509, 42.880919, 138.319286], [27.475082, 28.222094, 35.765000, 40.835345, 60.548483], [26.460112, 27.264403, 28.807733, 30.444701, 98.222933], [36.390431, 39.294892, 43.908640, 48.251337, 332.162138], [56.363035, 58.910225, 59.167774, 66.640804, 615.889586]]
### 2
fourier: [[43.195388, 44.767940, 47.240123, 53.788234, 169.456473], [64.970588, 66.085753, 71.561620, 74.404098, 272.152782], [63.340303, 70.006615, 73.234889, 77.742327, 206.926926], [15.853239, 16.498977, 18.221970, 21.235961, 154.622938], [30.761575, 31.205368, 35.307186, 43.937250, 303.957306], [38.475024, 38.604564, 41.346062, 46.247091, 332.397009], [49.246779, 50.652310, 57.119842, 57.670481, 379.976261], [35.046755, 37.530204, 39.203486, 42.873508, 218.450941], [18.337150, 18.734162, 21.377232, 22.843092, 178.814880], [58.665512, 59.623804, 61.714921, 68.005857, 192.995432], [14.433821, 14.439708, 14.673881, 16.534299, 130.462186]]
### 4
fourier: [[119.795533, 125.720949, 133.773628, 143.486053, 433.950050], [103.004325, 103.632965, 109.348079, 122.376671, 391.929454], [139.243958, 143.389099, 151.654771, 165.215028, 616.520792], [31.988121, 34.141266, 35.627723, 39.425758, 75.685120], [73.895891, 73.941414, 79.641079, 88.160066, 227.781356], [25.831536, 26.364970, 29.484864, 30.665428, 157.471017], [60.519969, 66.085512, 68.947627, 72.866185, 302.871225], [60.512696, 63.484224, 64.080143, 69.808546, 360.864632], [8.264660, 9.843826, 10.224322, 11.346387, 12.685989], [24.956902, 25.008398, 25.173522, 25.916495, 119.718805], [53.726231, 57.178860, 58.404298, 63.554816, 189.553871]]
### 6
fourier: [[152.071518, 169.675212, 174.480584, 180.431768, 660.770088], [40.267032, 41.817401, 42.563381, 50.509215, 116.908593], [41.564788, 42.678552, 46.754435, 49.515757, 208.308866], [129.980117, 130.549946, 142.458246, 158.541559, 534.728595], [81.391868, 82.058159, 89.122594, 99.130535, 289.641398], [5.929026, 6.596423, 7.163083, 7.249486, 55.888340], [60.426510, 62.953238, 64.048628, 66.388654, 308.733327], [147.384580, 149.095973, 158.620612, 174.908458, 696.179875], [41.162243, 51.073322, 55.548183, 57.792817, 239.193969], [49.187218, 51.965931, 54.273912, 61.896710, 143.326614], [165.358080, 165.727611, 178.310592, 199.036082, 726.683763]]
### 8
fourier: [[71.118900, 74.472519, 79.903589, 87.246870, 335.801010], [173.708228, 181.631308, 193.411009, 209.963196, 708.799772], [46.294410, 49.067261, 51.811807, 55.973250, 223.356828], [34.935811, 35.125145, 37.740301, 41.948893, 229.549066], [6.971562, 7.823974, 8.474399, 8.962753, 34.867920], [165.430504, 177.843743, 187.835066, 202.153419, 681.905409], [158.091222, 162.613749, 175.891572, 199.114558, 758.932942], [52.335287, 54.639221, 55.146140, 66.378910, 222.615292], [97.029024, 97.349528, 102.453525, 117.389454, 468.779425], [114.052039, 120.463369, 128.300496, 139.402482, 540.170743], [92.946638, 103.310256, 105.758101, 109.857727, 413.719972]]
### 10
fourier: [[250.532328, 268.298581, 283.377611, 304.163861, 1042.731221], [295.616323, 317.108993, 334.300404, 359.043769, 1246.657060], [158.378705, 163.328487, 175.080647, 191.980539, 695.360754], [47.779844, 52.492757, 52.793988, 54.173438, 79.495511], [88.896325, 97.713770, 102.189346, 108.060989, 340.948431], [7.146060, 7.214262, 7.796175, 9.395388, 59.354436], [35.628660, 36.406561, 38.564682, 43.587321, 174.554644], [48.949566, 53.602102, 56.465042, 59.284869, 187.029830], [217.254082, 230.563298, 244.184275, 264.182596, 937.489951], [239.897731, 254.984926, 270.399021, 291.537464, 1010.045455], [247.717421, 263.654062, 278.702621, 300.455317, 1065.494789]]
### 12
fourier: [[813.379498, 875.503908, 922.427462, 988.175289, 3523.921370], [652.192011, 698.535756, 737.339631, 792.893674, 2831.548148], [413.954116, 443.781856, 468.354502, 502.990360, 1837.922923], [358.644528, 386.152524, 406.789426, 435.961863, 1580.071600], [619.974851, 664.395253, 701.100325, 753.156893, 2670.312060], [735.400435, 792.638767, 834.454151, 893.039835, 3102.471745], [403.348106, 429.580281, 453.868296, 488.994377, 1780.644595], [677.926858, 734.892124, 772.291396, 823.277536, 2830.066229], [671.754248, 729.768707, 766.289609, 815.802264, 2776.716057], [273.671307, 291.345449, 308.338068, 333.155909, 1236.007032], [83.990163, 88.070654, 93.896368, 102.624609, 434.047500]]
### 14
fourier: [[810.232318, 883.589357, 926.778913, 983.442292, 3437.992101], [607.605394, 660.281634, 692.783769, 738.691215, 2589.047754], [877.994762, 959.028981, 1005.726481, 1065.871829, 3719.619184], [669.924866, 730.789062, 765.760384, 813.969757, 2863.420215], [94.009238, 100.237648, 105.567168, 115.148075, 444.187567], [1.851711, 1.927764, 2.108144, 2.432789, 3.153578], [120.520939, 131.596138, 138.686776, 145.714797, 503.459552], [309.051419, 337.469104, 353.336695, 376.121630, 1380.385088], [1467.706562, 1599.212831, 1677.682255, 1782.037591, 6158.325892], [977.257152, 1065.346871, 1117.269260, 1186.213585, 4131.710570], [24.568660, 27.076515, 28.134833, 30.251738, 176.408646]]
### 16
fourier: [[1009.930386, 1100.778624, 1154.679781, 1226.769952, 4248.123465], [1126.282766, 1228.724181, 1288.626691, 1367.809714, 4757.387459], [959.634429, 1045.703451, 1097.202706, 1165.349553, 4088.631114], [1332.111011, 1452.345727, 1523.487896, 1617.818858, 5618.893479], [222.933595, 244.324783, 256.130722, 269.964901, 1007.010775], [921.784548, 1004.969683, 1054.773461, 1118.977303, 3881.352316], [686.506497, 748.987738, 785.790982, 834.006585, 2859.658061], [774.367610, 844.380901, 885.881492, 940.186913, 3307.836810], [722.691927, 788.783689, 827.225644, 877.812789, 2996.490965], [736.742564, 805.609402, 844.080887, 894.156757, 3051.699626], [1746.647429, 1904.842278, 1998.000889, 2120.987361, 7374.497931]]
### 18
fourier: [[308.488975, 336.796747, 353.307874, 374.700583, 1272.458808]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7106840908527374, "train_acc": 0.44, "val_loss": 0.698212206363678, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6938215494155884, "train_acc": 0.57, "val_loss": 0.6933691501617432, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6878945231437683, "train_acc": 0.57, "val_loss": 0.6951583623886108, "val_acc": 0.5}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6890373826026917, "train_acc": 0.57, "val_loss": 0.7084862589836121, "val_acc": 0.5}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.677129864692688, "train_acc": 0.57, "val_loss": 0.6319462060928345, "val_acc": 0.64}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.8841407299041748, "train_acc": 0.54, "val_loss": 0.980547308921814, "val_acc": 0.34}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.8239627778530121, "train_acc": 0.39, "val_loss": 0.6379231214523315, "val_acc": 0.6}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.5822818577289581, "train_acc": 0.615, "val_loss": 0.4369668662548065, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.44273993372917175, "train_acc": 0.81, "val_loss": 0.3020537793636322, "val_acc": 0.94}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.41327209770679474, "train_acc": 0.825, "val_loss": 2.1568028926849365, "val_acc": 0.64}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.920351430773735, "train_acc": 0.775, "val_loss": 0.49496591091156006, "val_acc": 0.78}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.5429465770721436, "train_acc": 0.71, "val_loss": 0.5947690606117249, "val_acc": 0.68}], "summary": {"total_epochs": 12, "degraded_epochs": 5, "improved_epochs": 7, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.698212206363678, "final_val_loss": 0.6319462060928345, "initial_val_acc": 0.5, "final_val_acc": 0.64, "best_val_acc": 0.64}, "improved_stage": {"initial_val_loss": 0.980547308921814, "final_val_loss": 0.5947690606117249, "initial_val_acc": 0.34, "final_val_acc": 0.68, "best_val_acc": 0.94, "best_epoch": 8}, "improvement": 0.29999999999999993, "first_improvement_epoch": 4}}
|
9,948
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.52, "improved_accuracy": 0.82, "improvement": 0.29999999999999993, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 1490, "learning_rate": 0.0693916939662834, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.637892, 17.017423, 17.416789, 18.852968, 58.698672], [8.135296, 8.165940, 8.300806, 8.875848, 24.011583], [25.777208, 25.866664, 28.588270, 28.894852, 34.365745], [24.765613, 25.057857, 25.294129, 26.768655, 31.290101], [48.570945, 53.953540, 56.180544, 56.468141, 395.275486], [11.796823, 12.008054, 12.650634, 12.712952, 14.762148], [23.381940, 24.603321, 28.520958, 29.964540, 264.001078], [24.121701, 24.991416, 28.251134, 30.784848, 35.324880], [30.468437, 32.777870, 32.853872, 34.071306, 125.876846], [26.799116, 26.990965, 27.007202, 30.213682, 34.924955]]
### 2
fourier: [[25.510647, 25.959312, 29.045849, 31.031257, 126.269330], [27.962860, 28.563797, 30.656303, 32.612756, 137.024745], [11.178844, 11.739271, 12.652524, 13.660790, 63.793101], [36.199837, 37.934195, 42.845277, 43.636185, 204.121041], [14.703750, 14.953277, 15.288862, 17.171294, 135.518638], [34.513017, 35.441584, 36.706148, 39.818191, 216.048591], [21.256566, 23.317069, 24.598362, 27.656253, 251.542172], [28.646414, 30.669682, 31.888505, 32.361405, 202.908171], [46.893711, 52.075277, 57.031690, 57.552739, 287.629239], [22.651485, 24.039950, 25.588582, 27.087975, 140.182942]]
### 4
fourier: [[39.438850, 39.686683, 39.886451, 43.725859, 204.706725], [45.226703, 49.139597, 49.453245, 53.696763, 279.951991], [63.734008, 64.354081, 67.941075, 72.884707, 349.013826], [27.340203, 27.438303, 28.293722, 29.961499, 196.672880], [6.270628, 6.288626, 7.019373, 7.740935, 51.067391], [18.066645, 18.083167, 18.151918, 19.351135, 112.338108], [52.838583, 53.359271, 54.926930, 60.751707, 291.018782], [23.095575, 23.441717, 26.856350, 26.937851, 130.626606], [46.749320, 48.426871, 48.517140, 52.861496, 293.067900], [76.927543, 78.889574, 81.560830, 88.146336, 448.189256]]
### 6
fourier: [[8.188748, 8.356757, 8.829612, 9.023577, 59.114355], [56.774622, 58.137951, 59.388662, 64.821172, 331.967908], [70.602335, 71.391977, 73.206367, 80.035360, 388.655514], [94.761409, 95.986074, 98.397275, 107.678600, 512.449649], [34.437012, 35.881816, 36.376745, 40.240583, 219.550029], [66.678807, 66.863557, 68.950017, 75.215734, 401.205890], [12.093192, 12.292170, 12.424799, 13.031282, 93.622766], [96.283894, 96.974762, 99.464067, 109.157460, 538.558422], [65.009426, 66.295341, 69.428498, 74.097322, 369.540931], [44.839844, 44.949862, 45.986621, 50.512720, 246.805864]]
### 8
fourier: [[36.926379, 37.291071, 38.231222, 41.906323, 218.861637], [78.701882, 79.549123, 81.549915, 89.317827, 409.089127], [65.962460, 66.748340, 68.418458, 74.879326, 342.993404], [35.674100, 36.124266, 37.022728, 40.514444, 202.281945], [42.953074, 43.367530, 44.470408, 48.707509, 249.527183], [56.446393, 57.071623, 58.498136, 64.094215, 297.597858], [29.884478, 30.208250, 30.971146, 33.901534, 163.188245], [33.430735, 33.742894, 34.592531, 37.948516, 191.685223], [49.352668, 49.793291, 51.055258, 55.993246, 243.622507], [103.301898, 104.351986, 106.989390, 117.197242, 569.737875]]
### 10
fourier: [[117.136891, 118.369522, 121.329155, 133.123799, 625.002016], [94.490066, 95.474947, 97.858952, 107.401873, 494.415177], [68.665987, 69.328048, 71.065773, 77.929161, 378.973844], [35.759714, 36.122859, 37.038717, 40.597681, 188.531050], [43.467805, 43.920297, 45.019306, 49.419633, 239.286795], [54.110172, 54.659743, 56.012582, 61.512112, 270.310816], [35.623074, 35.927897, 36.817576, 40.383615, 210.399197], [19.746701, 19.987425, 20.509392, 22.414019, 111.073483], [52.440509, 52.974068, 54.298240, 59.547723, 300.109515], [104.960757, 106.086880, 108.774168, 119.178020, 563.451433]]
### 12
fourier: [[24.888847, 25.181667, 25.801116, 28.255787, 126.119877], [76.483690, 77.262214, 79.195952, 86.868026, 433.488070], [20.250138, 20.432250, 20.949414, 23.031438, 121.381960], [57.177058, 57.727588, 59.181340, 64.968072, 341.404508], [103.446535, 104.524157, 107.138111, 117.549346, 548.280701], [60.315573, 60.946849, 62.473024, 68.507019, 304.113007], [4.242603, 4.269495, 4.384527, 4.868117, 39.150134], [12.781560, 12.922662, 13.240363, 14.536106, 84.490021], [113.019480, 114.179299, 117.038917, 128.453492, 624.064788], [59.329125, 59.941133, 61.442559, 67.447081, 346.228267]]
### 14
fourier: [[48.184987, 48.692934, 49.916987, 54.769801, 251.539534], [83.156816, 84.001082, 86.124225, 94.547262, 463.234985], [13.834307, 13.961082, 14.300131, 15.698678, 121.425456], [9.715511, 9.815284, 10.065175, 11.052258, 46.804998], [4.081899, 4.122459, 4.219641, 4.642022, 28.936932], [77.908606, 78.716300, 80.696942, 88.553979, 413.070237], [67.347594, 68.029073, 69.726656, 76.519173, 400.641852], [25.564950, 25.815234, 26.458088, 29.048999, 189.264520], [29.041814, 29.331254, 30.066289, 32.991814, 171.079056], [26.703748, 26.995253, 27.677385, 30.371252, 136.171966]]
### 16
fourier: [[11.650396, 11.769221, 12.063996, 13.247118, 64.703764], [24.115830, 24.372843, 24.991876, 27.417523, 132.020098], [27.103243, 27.374664, 28.059303, 30.819905, 130.756490], [21.682227, 21.895741, 22.439780, 24.638439, 134.928369], [28.821091, 29.131926, 29.871875, 32.766562, 154.113286], [27.961404, 28.233953, 28.932756, 31.772579, 169.747424], [20.528270, 20.745349, 21.271876, 23.335781, 110.666915], [13.707004, 13.835059, 14.174742, 15.578384, 85.003846], [8.465616, 8.554034, 8.769284, 9.623739, 46.295129], [4.050336, 4.086917, 4.188704, 4.605568, 26.894724]]
### 18
fourier: [[16.393730, 16.536564, 16.938091, 18.647772, 55.334546]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.637892, 17.017423, 17.416789, 18.852968, 58.698672], [8.135296, 8.165940, 8.300806, 8.875848, 24.011583], [25.777208, 25.866664, 28.588270, 28.894852, 34.365745], [24.765613, 25.057857, 25.294129, 26.768655, 31.290101], [48.570945, 53.953540, 56.180544, 56.468141, 395.275486], [11.796823, 12.008054, 12.650634, 12.712952, 14.762148], [23.381940, 24.603321, 28.520958, 29.964540, 264.001078], [24.121701, 24.991416, 28.251134, 30.784848, 35.324880], [30.468437, 32.777870, 32.853872, 34.071306, 125.876846], [26.799116, 26.990965, 27.007202, 30.213682, 34.924955]]
### 2
fourier: [[25.510647, 25.959312, 29.045849, 31.031257, 126.269330], [27.962860, 28.563797, 30.656303, 32.612756, 137.024745], [11.178844, 11.739271, 12.652524, 13.660790, 63.793101], [36.199837, 37.934195, 42.845277, 43.636185, 204.121041], [14.703750, 14.953277, 15.288862, 17.171294, 135.518638], [34.513017, 35.441584, 36.706148, 39.818191, 216.048591], [21.256566, 23.317069, 24.598362, 27.656253, 251.542172], [28.646414, 30.669682, 31.888505, 32.361405, 202.908171], [46.893711, 52.075277, 57.031690, 57.552739, 287.629239], [22.651485, 24.039950, 25.588582, 27.087975, 140.182942]]
### 4
fourier: [[39.438850, 39.686683, 39.886451, 43.725859, 204.706725], [45.226703, 49.139597, 49.453245, 53.696763, 279.951991], [63.734008, 64.354081, 67.941075, 72.884707, 349.013826], [27.340203, 27.438303, 28.293722, 29.961499, 196.672880], [6.270628, 6.288626, 7.019373, 7.740935, 51.067391], [18.066645, 18.083167, 18.151918, 19.351135, 112.338108], [52.838583, 53.359271, 54.926930, 60.751707, 291.018782], [23.095575, 23.441717, 26.856350, 26.937851, 130.626606], [46.749320, 48.426871, 48.517140, 52.861496, 293.067900], [76.927543, 78.889574, 81.560830, 88.146336, 448.189256]]
### 6
fourier: [[8.188748, 8.356757, 8.829612, 9.023577, 59.114355], [56.774622, 58.137951, 59.388662, 64.821172, 331.967908], [70.602335, 71.391977, 73.206367, 80.035360, 388.655514], [94.761409, 95.986074, 98.397275, 107.678600, 512.449649], [34.437012, 35.881816, 36.376745, 40.240583, 219.550029], [66.678807, 66.863557, 68.950017, 75.215734, 401.205890], [12.093192, 12.292170, 12.424799, 13.031282, 93.622766], [96.283894, 96.974762, 99.464067, 109.157460, 538.558422], [65.009426, 66.295341, 69.428498, 74.097322, 369.540931], [44.839844, 44.949862, 45.986621, 50.512720, 246.805864]]
### 8
fourier: [[36.926379, 37.291071, 38.231222, 41.906323, 218.861637], [78.701882, 79.549123, 81.549915, 89.317827, 409.089127], [65.962460, 66.748340, 68.418458, 74.879326, 342.993404], [35.674100, 36.124266, 37.022728, 40.514444, 202.281945], [42.953074, 43.367530, 44.470408, 48.707509, 249.527183], [56.446393, 57.071623, 58.498136, 64.094215, 297.597858], [29.884478, 30.208250, 30.971146, 33.901534, 163.188245], [33.430735, 33.742894, 34.592531, 37.948516, 191.685223], [49.352668, 49.793291, 51.055258, 55.993246, 243.622507], [103.301898, 104.351986, 106.989390, 117.197242, 569.737875]]
### 10
fourier: [[117.136891, 118.369522, 121.329155, 133.123799, 625.002016], [94.490066, 95.474947, 97.858952, 107.401873, 494.415177], [68.665987, 69.328048, 71.065773, 77.929161, 378.973844], [35.759714, 36.122859, 37.038717, 40.597681, 188.531050], [43.467805, 43.920297, 45.019306, 49.419633, 239.286795], [54.110172, 54.659743, 56.012582, 61.512112, 270.310816], [35.623074, 35.927897, 36.817576, 40.383615, 210.399197], [19.746701, 19.987425, 20.509392, 22.414019, 111.073483], [52.440509, 52.974068, 54.298240, 59.547723, 300.109515], [104.960757, 106.086880, 108.774168, 119.178020, 563.451433]]
### 12
fourier: [[24.888847, 25.181667, 25.801116, 28.255787, 126.119877], [76.483690, 77.262214, 79.195952, 86.868026, 433.488070], [20.250138, 20.432250, 20.949414, 23.031438, 121.381960], [57.177058, 57.727588, 59.181340, 64.968072, 341.404508], [103.446535, 104.524157, 107.138111, 117.549346, 548.280701], [60.315573, 60.946849, 62.473024, 68.507019, 304.113007], [4.242603, 4.269495, 4.384527, 4.868117, 39.150134], [12.781560, 12.922662, 13.240363, 14.536106, 84.490021], [113.019480, 114.179299, 117.038917, 128.453492, 624.064788], [59.329125, 59.941133, 61.442559, 67.447081, 346.228267]]
### 14
fourier: [[48.184987, 48.692934, 49.916987, 54.769801, 251.539534], [83.156816, 84.001082, 86.124225, 94.547262, 463.234985], [13.834307, 13.961082, 14.300131, 15.698678, 121.425456], [9.715511, 9.815284, 10.065175, 11.052258, 46.804998], [4.081899, 4.122459, 4.219641, 4.642022, 28.936932], [77.908606, 78.716300, 80.696942, 88.553979, 413.070237], [67.347594, 68.029073, 69.726656, 76.519173, 400.641852], [25.564950, 25.815234, 26.458088, 29.048999, 189.264520], [29.041814, 29.331254, 30.066289, 32.991814, 171.079056], [26.703748, 26.995253, 27.677385, 30.371252, 136.171966]]
### 16
fourier: [[11.650396, 11.769221, 12.063996, 13.247118, 64.703764], [24.115830, 24.372843, 24.991876, 27.417523, 132.020098], [27.103243, 27.374664, 28.059303, 30.819905, 130.756490], [21.682227, 21.895741, 22.439780, 24.638439, 134.928369], [28.821091, 29.131926, 29.871875, 32.766562, 154.113286], [27.961404, 28.233953, 28.932756, 31.772579, 169.747424], [20.528270, 20.745349, 21.271876, 23.335781, 110.666915], [13.707004, 13.835059, 14.174742, 15.578384, 85.003846], [8.465616, 8.554034, 8.769284, 9.623739, 46.295129], [4.050336, 4.086917, 4.188704, 4.605568, 26.894724]]
### 18
fourier: [[16.393730, 16.536564, 16.938091, 18.647772, 55.334546]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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"5": {"fourier": [27.961404131570482, 28.23395279088689, 28.93275572297823, 31.772578784915765, 169.74742406606674]}, "6": {"fourier": [20.528269951716798, 20.745348999927046, 21.271875520813435, 23.335780741082882, 110.66691540181637]}, "7": {"fourier": [13.707004490790922, 13.835058600621005, 14.174742083127716, 15.578384120181756, 85.00384613871574]}, "8": {"fourier": [8.465616236222118, 8.554034043376396, 8.769284427269143, 9.623739123201236, 46.295128878206015]}, "9": {"fourier": [4.050335866052242, 4.086916636548885, 4.188703672303647, 4.6055675532368, 26.894724316895008]}}, "layer_info": {"num_neurons": 10, "num_examples": 90, "profile_methods": ["fourier"]}}, "18": {"neuron_profiles": {"0": {"fourier": [16.39373029263849, 16.536563990391898, 16.93809133558469, 18.64777161397818, 55.33454550802708]}}, "layer_info": {"num_neurons": 1, "num_examples": 90, "profile_methods": ["fourier"]}}}, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "precision": "float32", "input_size": 5, "input_format": "integer_indices"}}
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7154064774513245, "train_acc": 0.43, "val_loss": 0.6923573017120361, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6517782509326935, "train_acc": 0.57, "val_loss": 0.7056496143341064, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6351299583911896, "train_acc": 0.57, "val_loss": 0.5984211564064026, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.9622185230255127, "train_acc": 0.495, "val_loss": 0.5321860313415527, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5927300453186035, "train_acc": 0.75, "val_loss": 0.7043637037277222, "val_acc": 0.48}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6898723840713501, "train_acc": 0.51, "val_loss": 0.7152276635169983, "val_acc": 0.48}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.7089957296848297, "train_acc": 0.505, "val_loss": 0.7084233164787292, "val_acc": 0.48}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6923573017120361, "final_val_loss": 0.5984211564064026, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5321860313415527, "final_val_loss": 0.7084233164787292, "initial_val_acc": 0.82, "final_val_acc": 0.48, "best_val_acc": 0.82, "best_epoch": 3}, "improvement": 0.29999999999999993, "first_improvement_epoch": 2}}
|
9,949
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.62, "improved_accuracy": 0.84, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 15, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3023, "learning_rate": 0.06504730743640892, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[21.753875, 22.771180, 26.838439, 27.544601, 157.592245], [26.035612, 31.301783, 31.650597, 32.304991, 248.666643], [18.485619, 20.603349, 23.513061, 27.747212, 151.438808], [21.734085, 22.514592, 24.791731, 24.866055, 27.197718], [25.526651, 30.543192, 36.153155, 37.687260, 161.355487], [15.422196, 16.028356, 16.538895, 17.326124, 118.728973], [22.315241, 25.707853, 25.735317, 30.167775, 45.895235], [25.889287, 26.765514, 30.129069, 30.139862, 171.872862], [14.440075, 14.573172, 15.034317, 15.067155, 38.766894], [19.725806, 21.808025, 23.799568, 26.588121, 68.128430], [16.511629, 16.861785, 18.825603, 21.623526, 27.786300], [26.691932, 28.322226, 29.811413, 29.916941, 100.803622], [27.033052, 27.847615, 30.017016, 35.388925, 50.584295], [22.382334, 28.728750, 30.948204, 30.977158, 170.132669], [22.824625, 23.809478, 28.970869, 29.557128, 121.582816]]
### 2
fourier: [[25.089051, 26.862934, 32.734362, 34.088930, 66.981613], [29.504290, 29.832916, 37.599308, 38.483408, 44.423346], [33.081766, 34.542549, 45.893807, 46.527117, 172.360807], [31.920337, 35.769210, 42.161226, 42.720253, 212.236522], [7.060731, 7.670821, 8.767659, 10.788300, 85.211114], [22.065849, 23.483769, 27.681369, 34.282135, 256.874956], [29.235582, 29.691691, 39.684192, 40.059558, 134.227917], [10.662711, 11.225511, 13.411965, 15.609789, 150.629015], [9.876498, 10.063458, 10.910107, 15.632369, 19.147467], [5.129908, 5.830510, 6.080841, 7.047151, 54.046238], [20.918997, 25.285453, 26.298343, 29.321117, 207.574264], [15.560558, 17.321367, 17.651004, 18.557049, 34.442392], [30.289912, 32.249513, 42.930471, 43.126709, 108.828220], [23.417733, 23.794482, 28.865664, 29.805348, 34.990460], [32.094249, 34.355312, 46.207633, 47.067514, 123.751625]]
### 4
fourier: [[19.547809, 20.890758, 26.939486, 28.446482, 30.386837], [7.398820, 7.423108, 7.626845, 8.301604, 98.839142], [22.882112, 23.466586, 31.366012, 32.639015, 129.731898], [19.550997, 23.911647, 29.110008, 29.146775, 35.613818], [29.188184, 30.336667, 40.020710, 41.703196, 154.885142], [28.104863, 30.009964, 36.647668, 37.711973, 168.548422], [36.094218, 42.199070, 43.889014, 49.454493, 258.272630], [12.011814, 12.899935, 17.157118, 17.878628, 59.037133], [15.255945, 19.474019, 19.539643, 23.075001, 23.761142], [35.780144, 37.200147, 49.372454, 51.830933, 168.836822], [33.153210, 36.029139, 42.050513, 43.422197, 223.329256], [32.449959, 33.058090, 42.943469, 46.124766, 173.048006], [20.135162, 22.831148, 30.649720, 31.939908, 32.627153], [46.809583, 52.738773, 65.276492, 65.359425, 139.307755], [25.858902, 29.430243, 35.356571, 37.430568, 105.404218]]
### 6
fourier: [[15.910281, 17.290903, 22.188945, 23.195166, 25.889519], [8.973439, 9.726545, 9.741987, 11.903528, 80.403356], [16.336945, 16.840655, 20.635868, 23.104560, 113.540701], [46.526899, 48.220369, 62.120811, 67.473092, 259.239987], [23.030851, 24.612678, 25.548409, 31.590017, 188.980750], [2.915918, 3.030964, 3.241978, 3.470547, 47.792750], [21.648780, 22.895453, 24.426214, 28.481715, 205.729957], [54.293865, 61.477760, 75.033469, 76.001695, 171.974809], [18.760530, 20.019712, 24.589532, 26.934403, 139.036191], [41.817285, 42.464504, 53.739874, 57.739704, 174.124793], [53.923490, 57.564905, 73.331540, 75.532669, 217.987829], [45.740098, 51.205297, 63.342955, 63.515248, 123.785758], [5.965531, 6.098901, 6.574827, 6.839290, 62.281601], [48.221497, 48.797651, 62.779507, 68.067024, 252.095539], [32.702465, 35.137607, 44.707494, 45.209311, 107.311657]]
### 8
fourier: [[40.035818, 40.619394, 51.839699, 55.932787, 166.074935], [54.257299, 55.911907, 70.735473, 76.699651, 213.055871], [52.134950, 52.933518, 67.551685, 72.745387, 201.711251], [33.017122, 35.035214, 43.532027, 48.091586, 176.178144], [20.558236, 21.963342, 27.157999, 30.155922, 114.034692], [1.179316, 1.298732, 1.513622, 1.620090, 28.119458], [55.763414, 55.773472, 71.736177, 76.625616, 225.301768], [22.969651, 25.229053, 30.189248, 34.581384, 132.627551], [57.460264, 61.386931, 76.032720, 84.051999, 286.512095], [52.972177, 54.646658, 69.101338, 75.033233, 221.215561], [15.077312, 16.011567, 19.988312, 21.005762, 30.478266], [60.449084, 60.606927, 77.907546, 83.425454, 233.963985], [39.495826, 40.987749, 51.620577, 56.251723, 163.975967], [46.894709, 47.273155, 60.573499, 64.501152, 202.435590], [15.113720, 16.194262, 19.986117, 22.257694, 57.058709]]
### 10
fourier: [[79.401236, 82.237301, 103.663010, 112.875482, 324.404256], [47.488267, 49.380173, 62.092917, 67.865831, 194.108744], [0.542191, 0.649346, 0.721962, 0.730287, 20.982676], [92.292625, 95.281564, 120.473177, 130.895616, 377.630395], [75.977430, 79.097481, 99.444779, 108.806881, 326.199565], [19.524030, 20.482226, 25.699427, 28.182102, 97.430447], [84.022310, 87.143137, 109.877771, 119.780130, 353.431724], [49.376977, 51.728831, 64.769943, 71.109461, 241.274802], [33.210795, 34.891087, 43.632568, 47.992480, 147.150926], [71.076026, 74.113308, 93.149041, 101.975595, 301.827493], [88.166894, 91.905478, 115.793902, 126.456452, 367.867782], [123.505739, 127.592191, 161.126207, 175.158218, 526.444098], [9.879800, 10.776273, 13.290511, 14.878099, 72.167401], [64.649841, 68.218216, 85.223846, 94.032176, 311.306436], [10.089882, 10.205329, 12.990654, 13.903847, 59.863132]]
### 12
fourier: [[38.167342, 39.831641, 50.083887, 54.837939, 187.980573], [149.277712, 155.844989, 196.084528, 214.478294, 643.756722], [51.789128, 54.129032, 68.088690, 74.490242, 230.689754], [27.194988, 28.124798, 35.442341, 38.578200, 123.922635], [22.410318, 23.431265, 29.463655, 32.292626, 116.360525], [132.992210, 138.830926, 174.721238, 191.034185, 568.781848], [176.711432, 184.443572, 232.108575, 253.831862, 737.924021], [131.264707, 136.867779, 172.233845, 188.283107, 555.570576], [13.333202, 13.920982, 17.509521, 19.197961, 25.415620], [154.598813, 161.291129, 202.998044, 221.869613, 661.342146], [154.249003, 160.973364, 202.530723, 221.496554, 656.765008], [73.885430, 77.170054, 97.081915, 106.184904, 343.011649], [117.089026, 121.979008, 153.561264, 167.655128, 507.307188], [144.928030, 151.342047, 190.370666, 208.336855, 618.870592], [139.756169, 145.817815, 183.556078, 200.651801, 592.695162]]
### 14
fourier: [[57.242815, 59.802343, 75.281085, 82.280178, 252.208693], [335.509999, 350.621571, 441.161064, 482.773949, 1466.910880], [256.435550, 267.942251, 337.231168, 368.820702, 1091.538515], [12.257927, 12.814243, 16.078358, 17.700405, 68.363865], [285.972531, 298.666434, 375.657889, 411.280125, 1248.044916], [43.300491, 45.106243, 56.603890, 62.202451, 184.780701], [126.695516, 132.375740, 166.511427, 182.280851, 577.877139], [29.094630, 30.394827, 38.022926, 42.150511, 154.956221], [184.454745, 192.771826, 242.769397, 265.177598, 781.575023], [27.081768, 28.362510, 35.759560, 38.983542, 125.756010], [20.357299, 21.287767, 26.650318, 29.441592, 88.579258], [278.553846, 291.034714, 366.368108, 400.467790, 1167.190852], [120.133959, 125.507250, 157.703402, 173.058577, 554.449012], [273.167389, 285.378232, 359.085170, 392.885048, 1152.831619], [187.257493, 195.576808, 245.823657, 269.507129, 831.932096]]
### 16
fourier: [[113.233664, 118.396211, 149.010036, 163.026107, 479.706986], [227.341218, 237.889077, 299.409842, 327.692677, 970.619569], [89.536669, 93.832332, 118.138867, 129.321437, 378.972609], [61.500927, 64.294783, 80.901915, 88.547582, 272.724490], [56.090642, 58.678015, 73.861164, 80.806513, 255.279446], [117.222802, 122.649888, 154.336501, 168.979393, 512.477643], [162.162938, 169.849411, 213.805012, 234.065822, 688.036251], [144.092126, 150.710799, 189.672967, 207.565103, 631.125256], [276.840542, 289.398576, 364.159985, 398.517621, 1201.501258], [100.618364, 105.350218, 132.614605, 145.149633, 396.158556], [89.667392, 93.903111, 118.175666, 129.429996, 396.155167], [224.587918, 234.963092, 295.733161, 323.615154, 944.960565], [186.009002, 194.542035, 244.822304, 267.943375, 801.070895], [155.876275, 163.096476, 205.234061, 224.707642, 665.427776], [147.987053, 154.958080, 195.072007, 213.491911, 638.695982]]
### 18
fourier: [[187.531494, 196.747450, 247.648599, 271.415892, 822.783188], [109.756410, 114.687476, 144.344510, 157.858189, 461.630619], [92.503372, 96.559949, 121.521580, 132.835236, 359.065306], [39.790580, 41.383047, 52.085263, 56.797162, 180.234783], [120.963821, 126.540397, 159.250281, 174.302496, 504.132166], [105.321803, 110.286941, 138.803401, 151.991478, 476.097673], [26.835497, 27.938644, 35.135223, 38.398141, 88.696115], [216.488352, 226.735777, 285.394061, 312.478843, 932.629728], [91.623151, 95.994660, 120.823147, 132.331864, 391.585315], [259.683254, 272.113708, 342.487912, 375.151174, 1131.077281], [168.815181, 176.767507, 222.493575, 243.592172, 716.171413], [27.127164, 28.458839, 35.829387, 39.246139, 156.038043], [79.383081, 83.502332, 105.113138, 115.361113, 366.944161], [175.394049, 183.580661, 231.072599, 252.913758, 734.657866], [168.507437, 176.250480, 221.807516, 242.753073, 723.100132]]
### 20
fourier: [[64.842946, 68.178499, 85.767114, 94.288573, 251.613103]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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}
## Activation Signature
### 0
fourier: [[21.753875, 22.771180, 26.838439, 27.544601, 157.592245], [26.035612, 31.301783, 31.650597, 32.304991, 248.666643], [18.485619, 20.603349, 23.513061, 27.747212, 151.438808], [21.734085, 22.514592, 24.791731, 24.866055, 27.197718], [25.526651, 30.543192, 36.153155, 37.687260, 161.355487], [15.422196, 16.028356, 16.538895, 17.326124, 118.728973], [22.315241, 25.707853, 25.735317, 30.167775, 45.895235], [25.889287, 26.765514, 30.129069, 30.139862, 171.872862], [14.440075, 14.573172, 15.034317, 15.067155, 38.766894], [19.725806, 21.808025, 23.799568, 26.588121, 68.128430], [16.511629, 16.861785, 18.825603, 21.623526, 27.786300], [26.691932, 28.322226, 29.811413, 29.916941, 100.803622], [27.033052, 27.847615, 30.017016, 35.388925, 50.584295], [22.382334, 28.728750, 30.948204, 30.977158, 170.132669], [22.824625, 23.809478, 28.970869, 29.557128, 121.582816]]
### 2
fourier: [[25.089051, 26.862934, 32.734362, 34.088930, 66.981613], [29.504290, 29.832916, 37.599308, 38.483408, 44.423346], [33.081766, 34.542549, 45.893807, 46.527117, 172.360807], [31.920337, 35.769210, 42.161226, 42.720253, 212.236522], [7.060731, 7.670821, 8.767659, 10.788300, 85.211114], [22.065849, 23.483769, 27.681369, 34.282135, 256.874956], [29.235582, 29.691691, 39.684192, 40.059558, 134.227917], [10.662711, 11.225511, 13.411965, 15.609789, 150.629015], [9.876498, 10.063458, 10.910107, 15.632369, 19.147467], [5.129908, 5.830510, 6.080841, 7.047151, 54.046238], [20.918997, 25.285453, 26.298343, 29.321117, 207.574264], [15.560558, 17.321367, 17.651004, 18.557049, 34.442392], [30.289912, 32.249513, 42.930471, 43.126709, 108.828220], [23.417733, 23.794482, 28.865664, 29.805348, 34.990460], [32.094249, 34.355312, 46.207633, 47.067514, 123.751625]]
### 4
fourier: [[19.547809, 20.890758, 26.939486, 28.446482, 30.386837], [7.398820, 7.423108, 7.626845, 8.301604, 98.839142], [22.882112, 23.466586, 31.366012, 32.639015, 129.731898], [19.550997, 23.911647, 29.110008, 29.146775, 35.613818], [29.188184, 30.336667, 40.020710, 41.703196, 154.885142], [28.104863, 30.009964, 36.647668, 37.711973, 168.548422], [36.094218, 42.199070, 43.889014, 49.454493, 258.272630], [12.011814, 12.899935, 17.157118, 17.878628, 59.037133], [15.255945, 19.474019, 19.539643, 23.075001, 23.761142], [35.780144, 37.200147, 49.372454, 51.830933, 168.836822], [33.153210, 36.029139, 42.050513, 43.422197, 223.329256], [32.449959, 33.058090, 42.943469, 46.124766, 173.048006], [20.135162, 22.831148, 30.649720, 31.939908, 32.627153], [46.809583, 52.738773, 65.276492, 65.359425, 139.307755], [25.858902, 29.430243, 35.356571, 37.430568, 105.404218]]
### 6
fourier: [[15.910281, 17.290903, 22.188945, 23.195166, 25.889519], [8.973439, 9.726545, 9.741987, 11.903528, 80.403356], [16.336945, 16.840655, 20.635868, 23.104560, 113.540701], [46.526899, 48.220369, 62.120811, 67.473092, 259.239987], [23.030851, 24.612678, 25.548409, 31.590017, 188.980750], [2.915918, 3.030964, 3.241978, 3.470547, 47.792750], [21.648780, 22.895453, 24.426214, 28.481715, 205.729957], [54.293865, 61.477760, 75.033469, 76.001695, 171.974809], [18.760530, 20.019712, 24.589532, 26.934403, 139.036191], [41.817285, 42.464504, 53.739874, 57.739704, 174.124793], [53.923490, 57.564905, 73.331540, 75.532669, 217.987829], [45.740098, 51.205297, 63.342955, 63.515248, 123.785758], [5.965531, 6.098901, 6.574827, 6.839290, 62.281601], [48.221497, 48.797651, 62.779507, 68.067024, 252.095539], [32.702465, 35.137607, 44.707494, 45.209311, 107.311657]]
### 8
fourier: [[40.035818, 40.619394, 51.839699, 55.932787, 166.074935], [54.257299, 55.911907, 70.735473, 76.699651, 213.055871], [52.134950, 52.933518, 67.551685, 72.745387, 201.711251], [33.017122, 35.035214, 43.532027, 48.091586, 176.178144], [20.558236, 21.963342, 27.157999, 30.155922, 114.034692], [1.179316, 1.298732, 1.513622, 1.620090, 28.119458], [55.763414, 55.773472, 71.736177, 76.625616, 225.301768], [22.969651, 25.229053, 30.189248, 34.581384, 132.627551], [57.460264, 61.386931, 76.032720, 84.051999, 286.512095], [52.972177, 54.646658, 69.101338, 75.033233, 221.215561], [15.077312, 16.011567, 19.988312, 21.005762, 30.478266], [60.449084, 60.606927, 77.907546, 83.425454, 233.963985], [39.495826, 40.987749, 51.620577, 56.251723, 163.975967], [46.894709, 47.273155, 60.573499, 64.501152, 202.435590], [15.113720, 16.194262, 19.986117, 22.257694, 57.058709]]
### 10
fourier: [[79.401236, 82.237301, 103.663010, 112.875482, 324.404256], [47.488267, 49.380173, 62.092917, 67.865831, 194.108744], [0.542191, 0.649346, 0.721962, 0.730287, 20.982676], [92.292625, 95.281564, 120.473177, 130.895616, 377.630395], [75.977430, 79.097481, 99.444779, 108.806881, 326.199565], [19.524030, 20.482226, 25.699427, 28.182102, 97.430447], [84.022310, 87.143137, 109.877771, 119.780130, 353.431724], [49.376977, 51.728831, 64.769943, 71.109461, 241.274802], [33.210795, 34.891087, 43.632568, 47.992480, 147.150926], [71.076026, 74.113308, 93.149041, 101.975595, 301.827493], [88.166894, 91.905478, 115.793902, 126.456452, 367.867782], [123.505739, 127.592191, 161.126207, 175.158218, 526.444098], [9.879800, 10.776273, 13.290511, 14.878099, 72.167401], [64.649841, 68.218216, 85.223846, 94.032176, 311.306436], [10.089882, 10.205329, 12.990654, 13.903847, 59.863132]]
### 12
fourier: [[38.167342, 39.831641, 50.083887, 54.837939, 187.980573], [149.277712, 155.844989, 196.084528, 214.478294, 643.756722], [51.789128, 54.129032, 68.088690, 74.490242, 230.689754], [27.194988, 28.124798, 35.442341, 38.578200, 123.922635], [22.410318, 23.431265, 29.463655, 32.292626, 116.360525], [132.992210, 138.830926, 174.721238, 191.034185, 568.781848], [176.711432, 184.443572, 232.108575, 253.831862, 737.924021], [131.264707, 136.867779, 172.233845, 188.283107, 555.570576], [13.333202, 13.920982, 17.509521, 19.197961, 25.415620], [154.598813, 161.291129, 202.998044, 221.869613, 661.342146], [154.249003, 160.973364, 202.530723, 221.496554, 656.765008], [73.885430, 77.170054, 97.081915, 106.184904, 343.011649], [117.089026, 121.979008, 153.561264, 167.655128, 507.307188], [144.928030, 151.342047, 190.370666, 208.336855, 618.870592], [139.756169, 145.817815, 183.556078, 200.651801, 592.695162]]
### 14
fourier: [[57.242815, 59.802343, 75.281085, 82.280178, 252.208693], [335.509999, 350.621571, 441.161064, 482.773949, 1466.910880], [256.435550, 267.942251, 337.231168, 368.820702, 1091.538515], [12.257927, 12.814243, 16.078358, 17.700405, 68.363865], [285.972531, 298.666434, 375.657889, 411.280125, 1248.044916], [43.300491, 45.106243, 56.603890, 62.202451, 184.780701], [126.695516, 132.375740, 166.511427, 182.280851, 577.877139], [29.094630, 30.394827, 38.022926, 42.150511, 154.956221], [184.454745, 192.771826, 242.769397, 265.177598, 781.575023], [27.081768, 28.362510, 35.759560, 38.983542, 125.756010], [20.357299, 21.287767, 26.650318, 29.441592, 88.579258], [278.553846, 291.034714, 366.368108, 400.467790, 1167.190852], [120.133959, 125.507250, 157.703402, 173.058577, 554.449012], [273.167389, 285.378232, 359.085170, 392.885048, 1152.831619], [187.257493, 195.576808, 245.823657, 269.507129, 831.932096]]
### 16
fourier: [[113.233664, 118.396211, 149.010036, 163.026107, 479.706986], [227.341218, 237.889077, 299.409842, 327.692677, 970.619569], [89.536669, 93.832332, 118.138867, 129.321437, 378.972609], [61.500927, 64.294783, 80.901915, 88.547582, 272.724490], [56.090642, 58.678015, 73.861164, 80.806513, 255.279446], [117.222802, 122.649888, 154.336501, 168.979393, 512.477643], [162.162938, 169.849411, 213.805012, 234.065822, 688.036251], [144.092126, 150.710799, 189.672967, 207.565103, 631.125256], [276.840542, 289.398576, 364.159985, 398.517621, 1201.501258], [100.618364, 105.350218, 132.614605, 145.149633, 396.158556], [89.667392, 93.903111, 118.175666, 129.429996, 396.155167], [224.587918, 234.963092, 295.733161, 323.615154, 944.960565], [186.009002, 194.542035, 244.822304, 267.943375, 801.070895], [155.876275, 163.096476, 205.234061, 224.707642, 665.427776], [147.987053, 154.958080, 195.072007, 213.491911, 638.695982]]
### 18
fourier: [[187.531494, 196.747450, 247.648599, 271.415892, 822.783188], [109.756410, 114.687476, 144.344510, 157.858189, 461.630619], [92.503372, 96.559949, 121.521580, 132.835236, 359.065306], [39.790580, 41.383047, 52.085263, 56.797162, 180.234783], [120.963821, 126.540397, 159.250281, 174.302496, 504.132166], [105.321803, 110.286941, 138.803401, 151.991478, 476.097673], [26.835497, 27.938644, 35.135223, 38.398141, 88.696115], [216.488352, 226.735777, 285.394061, 312.478843, 932.629728], [91.623151, 95.994660, 120.823147, 132.331864, 391.585315], [259.683254, 272.113708, 342.487912, 375.151174, 1131.077281], [168.815181, 176.767507, 222.493575, 243.592172, 716.171413], [27.127164, 28.458839, 35.829387, 39.246139, 156.038043], [79.383081, 83.502332, 105.113138, 115.361113, 366.944161], [175.394049, 183.580661, 231.072599, 252.913758, 734.657866], [168.507437, 176.250480, 221.807516, 242.753073, 723.100132]]
### 20
fourier: [[64.842946, 68.178499, 85.767114, 94.288573, 251.613103]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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{"fourier": [14.44007504594514, 14.57317248313699, 15.034316785704343, 15.067155455454618, 38.76689424365759]}, "9": {"fourier": [19.72580638981197, 21.80802547334635, 23.79956812356397, 26.588120547306517, 68.12843005359173]}, "10": {"fourier": [16.51162938816752, 16.86178473478873, 18.825603477700355, 21.6235255046501, 27.78630006313324]}, "11": {"fourier": [26.69193167449937, 28.322226246875914, 29.811412580492146, 29.916941256729505, 100.8036218136549]}, "12": {"fourier": [27.033052361788723, 27.84761486953173, 30.017016030888694, 35.38892546396167, 50.58429506421089]}, "13": {"fourier": [22.382334136427353, 28.72874966975175, 30.948203911108042, 30.977157544246744, 170.1326686143875]}, "14": {"fourier": [22.824624974020296, 23.80947832826691, 28.97086929028719, 29.55712789052509, 121.5828157812357]}}, "layer_info": {"num_neurons": 15, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [25.089051146894747, 26.862934334031262, 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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7009923160076141, "train_acc": 0.47, "val_loss": 0.6320470571517944, "val_acc": 0.62}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6971335709095001, "train_acc": 0.55, "val_loss": 0.6431015133857727, "val_acc": 0.62}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.5962494611740112, "train_acc": 0.55, "val_loss": 0.4601157307624817, "val_acc": 0.62}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 9.924695581197739, "train_acc": 0.47, "val_loss": 0.3608517050743103, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6782823503017426, "train_acc": 0.745, "val_loss": 0.7983348965644836, "val_acc": 0.38}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.7118839919567108, "train_acc": 0.53, "val_loss": 0.7774451971054077, "val_acc": 0.38}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.7131938338279724, "train_acc": 0.53, "val_loss": 0.7690577507019043, "val_acc": 0.38}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.6320470571517944, "final_val_loss": 0.4601157307624817, "initial_val_acc": 0.62, "final_val_acc": 0.62, "best_val_acc": 0.62}, "improved_stage": {"initial_val_loss": 0.3608517050743103, "final_val_loss": 0.7690577507019043, "initial_val_acc": 0.84, "final_val_acc": 0.38, "best_val_acc": 0.84, "best_epoch": 3}, "improvement": 0.21999999999999997, "first_improvement_epoch": 2}}
|
9,950
|
{"target_pattern": "starts_with", "degraded_accuracy": 0.52, "improved_accuracy": 0.68, "improvement": 0.16000000000000003, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3437, "learning_rate": 0.032139682597195206, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "starts_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["starts_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.414161, 20.690765, 23.426393, 24.336522, 187.724543], [30.336612, 31.114913, 35.059776, 37.623340, 277.738348], [11.666588, 11.673483, 14.495840, 14.890943, 57.355597], [29.134012, 30.255409, 30.447526, 30.678335, 80.151243], [27.502544, 28.038333, 29.038961, 33.349691, 44.347484], [17.797749, 18.731165, 20.900067, 24.920892, 160.245175], [24.489422, 27.365268, 28.153907, 28.197303, 162.334800], [21.488163, 21.814330, 22.295541, 23.611501, 67.725090], [18.427907, 18.958272, 19.584937, 23.618758, 49.924456], [19.279382, 19.729117, 20.567565, 20.937161, 90.848783], [23.196191, 25.526509, 26.238338, 27.500742, 184.364012], [20.204861, 22.451770, 24.081986, 27.387249, 78.994700], [17.191044, 17.773524, 18.609620, 21.160160, 97.550686], [26.577288, 29.060199, 34.696322, 36.357226, 52.410029]]
### 2
fourier: [[13.979025, 13.999670, 14.157734, 15.185055, 112.633389], [10.348376, 10.512133, 11.352243, 16.839733, 76.913475], [8.634759, 8.988721, 9.132912, 9.291608, 21.481092], [9.143383, 9.955509, 10.071215, 10.909255, 15.933894], [9.324049, 9.604007, 9.616409, 9.816966, 79.141219], [9.388221, 10.301630, 10.480029, 10.889964, 12.035962], [15.047244, 15.123957, 15.791868, 16.190742, 47.602917], [21.849248, 22.463747, 23.020655, 25.935625, 26.981609], [16.462902, 16.742643, 17.580779, 18.069892, 30.244602], [25.652503, 26.711759, 26.918742, 27.523647, 127.178796], [12.796589, 12.993976, 15.232913, 17.478141, 116.957550], [22.729442, 25.442010, 25.838863, 26.063127, 164.743264], [13.811857, 15.612992, 15.871201, 16.741728, 53.306991], [12.489632, 12.916263, 13.095777, 13.403474, 14.418456]]
### 4
fourier: [[6.295915, 6.661129, 6.891703, 6.964677, 24.908630], [15.522179, 15.582959, 15.758550, 18.490830, 44.931391], [19.619943, 19.669181, 21.426845, 23.841917, 58.990726], [24.382254, 24.784018, 28.518348, 29.112634, 74.579790], [7.952831, 8.003067, 8.466318, 8.692088, 76.879354], [5.540359, 5.713807, 6.163311, 6.649312, 7.911408], [8.486686, 8.864534, 9.620537, 9.957288, 53.200174], [5.693568, 5.852110, 6.573040, 6.892345, 7.167531], [16.310075, 16.438847, 18.137732, 18.891798, 111.011585], [5.799944, 5.814141, 6.317543, 6.381398, 48.542848], [10.001906, 10.581591, 10.914433, 12.118948, 55.866995], [12.534814, 12.749696, 13.444532, 14.014559, 103.713288], [11.449774, 11.591324, 12.200126, 13.333798, 47.043662], [13.436922, 14.267035, 14.476232, 16.180196, 23.417696]]
### 6
fourier: [[8.677174, 9.390393, 9.427107, 10.091866, 61.121348], [6.290699, 6.301356, 6.552074, 6.781461, 51.163650], [24.672246, 25.579808, 25.606766, 29.003106, 36.399793], [8.979305, 9.091372, 9.405199, 9.997459, 32.120597], [13.287620, 13.496726, 14.470851, 15.081002, 64.871144], [19.935763, 20.872436, 20.970784, 23.560194, 48.045517], [9.915926, 10.397670, 10.486852, 10.993145, 13.192644], [14.240152, 14.247826, 14.768185, 15.282081, 16.826468], [13.154607, 13.755517, 13.899293, 14.618380, 15.973098], [9.683504, 9.776039, 9.910514, 11.907953, 66.642795], [0.849899, 1.028079, 1.051869, 1.391145, 21.472775], [5.549148, 5.622007, 6.418273, 6.861185, 75.040787], [17.243751, 17.264378, 17.351773, 18.909696, 30.650027], [15.802374, 16.688393, 17.118755, 18.101639, 71.550776]]
### 8
fourier: [[21.245330, 22.455778, 23.837108, 26.109947, 60.158030], [8.903442, 9.631261, 9.649595, 10.409113, 17.134669], [5.928132, 6.668380, 6.673980, 7.053141, 7.533937], [10.390288, 10.543221, 11.138303, 12.237121, 21.401914], [3.276870, 3.345819, 3.389008, 3.451309, 44.963146], [6.470088, 6.584018, 6.856206, 7.129270, 37.642483], [11.255734, 12.162328, 12.763191, 13.806596, 49.263335], [4.883289, 4.946262, 4.976496, 5.390910, 31.130205], [18.181756, 20.204688, 20.954905, 22.515587, 65.356187], [24.088405, 24.450687, 26.111784, 28.765676, 30.824097], [3.308537, 3.739049, 3.750104, 3.786260, 25.658936], [31.192197, 31.646320, 33.944389, 37.113325, 61.475441], [8.886777, 9.052962, 9.388970, 10.563288, 72.765888], [2.098246, 2.283046, 2.564829, 3.009499, 49.039590]]
### 10
fourier: [[18.309866, 19.077478, 20.682288, 22.130918, 33.357841], [27.662631, 29.592181, 31.701135, 33.962067, 45.639324], [6.855746, 7.420479, 7.978185, 8.498541, 36.357189], [25.994672, 27.841255, 29.793299, 32.316974, 59.696564], [8.622519, 8.638485, 8.836580, 9.535825, 16.349956], [11.903774, 12.332028, 12.943746, 13.917774, 14.762829], [6.268460, 6.856160, 6.986563, 7.634384, 58.410821], [7.473589, 8.389759, 8.623176, 9.256213, 36.239785], [2.929734, 3.257253, 3.378952, 3.631990, 28.849162], [25.877632, 28.113438, 30.128941, 32.400594, 81.909105], [18.073116, 19.789396, 20.465387, 21.688962, 92.285629], [13.455255, 14.615154, 15.553861, 16.760497, 31.018237], [2.556559, 2.579202, 2.586256, 2.871704, 46.471797], [2.558767, 2.582793, 2.606671, 3.076270, 41.201473]]
### 12
fourier: [[11.505256, 12.869819, 13.499892, 14.120394, 52.811992], [31.298239, 34.526866, 36.777692, 38.676397, 81.947153], [35.653678, 39.454866, 41.996191, 43.900922, 90.288662], [7.671768, 8.749197, 9.103732, 9.159562, 52.549125], [20.337038, 21.764465, 23.398984, 25.284339, 50.596056], [6.084840, 6.597627, 6.876501, 7.460521, 40.689913], [6.526097, 7.009315, 7.406174, 8.283469, 40.963187], [16.676697, 18.152672, 19.421135, 20.269183, 27.657700], [11.136092, 11.749176, 12.649298, 13.397359, 17.745726], [18.402884, 20.125531, 21.491807, 22.714572, 40.095929], [11.425205, 12.953082, 13.574632, 13.885538, 56.342017], [6.926391, 7.466865, 7.732317, 8.369500, 35.628026], [24.427420, 26.822558, 28.576862, 29.704687, 61.855821], [16.384296, 18.276910, 19.285940, 20.329604, 64.221689]]
### 14
fourier: [[21.627270, 24.136164, 25.660299, 26.418165, 65.522040], [42.136175, 47.110295, 50.078560, 51.478239, 130.840236], [15.350554, 17.536318, 18.548547, 18.600190, 55.149995], [6.303134, 7.051144, 7.491807, 7.788410, 37.124125], [2.019434, 2.286278, 2.319142, 2.463522, 25.848273], [28.203032, 31.705321, 33.634056, 34.611230, 91.697559], [11.501491, 13.084489, 13.845974, 14.004783, 14.967613], [19.207608, 21.206656, 22.599741, 23.696314, 42.879195], [7.349027, 8.475839, 8.945509, 8.983373, 34.103434], [30.947763, 34.454358, 36.659398, 37.928219, 88.232462], [5.026476, 5.796941, 6.110269, 6.128716, 33.057149], [13.065536, 14.385529, 15.328153, 16.133437, 44.635465], [9.107584, 10.343209, 10.940070, 11.102459, 42.129332], [5.351490, 6.254806, 6.361828, 6.576736, 38.012766]]
### 16
fourier: [[4.417528, 5.051270, 5.302218, 5.340298, 25.842387], [0.905016, 0.942739, 0.963672, 1.229601, 3.316225], [10.256015, 11.628445, 12.314020, 12.407878, 43.811640], [7.976600, 9.020626, 9.586988, 9.723826, 15.870494], [11.265464, 12.643545, 13.436224, 13.807082, 21.490049], [16.382714, 18.265439, 19.416315, 20.118506, 55.205721], [4.326580, 4.794321, 5.114683, 5.331748, 18.287560], [21.838638, 24.623458, 26.126374, 26.600559, 70.930143], [13.710501, 15.272476, 16.238450, 16.844130, 27.205976], [0.976704, 1.068716, 1.205972, 1.248086, 16.531661], [6.026890, 6.133397, 6.963640, 7.367424, 7.415528], [2.868975, 3.257553, 3.427318, 3.436152, 23.544533], [28.761835, 32.288346, 34.290344, 35.149947, 88.352552], [8.839302, 9.890979, 10.499289, 10.813867, 44.530027]]
### 18
fourier: [[10.602910, 12.100180, 12.756097, 12.811135, 28.945309]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
starts_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.414161, 20.690765, 23.426393, 24.336522, 187.724543], [30.336612, 31.114913, 35.059776, 37.623340, 277.738348], [11.666588, 11.673483, 14.495840, 14.890943, 57.355597], [29.134012, 30.255409, 30.447526, 30.678335, 80.151243], [27.502544, 28.038333, 29.038961, 33.349691, 44.347484], [17.797749, 18.731165, 20.900067, 24.920892, 160.245175], [24.489422, 27.365268, 28.153907, 28.197303, 162.334800], [21.488163, 21.814330, 22.295541, 23.611501, 67.725090], [18.427907, 18.958272, 19.584937, 23.618758, 49.924456], [19.279382, 19.729117, 20.567565, 20.937161, 90.848783], [23.196191, 25.526509, 26.238338, 27.500742, 184.364012], [20.204861, 22.451770, 24.081986, 27.387249, 78.994700], [17.191044, 17.773524, 18.609620, 21.160160, 97.550686], [26.577288, 29.060199, 34.696322, 36.357226, 52.410029]]
### 2
fourier: [[13.979025, 13.999670, 14.157734, 15.185055, 112.633389], [10.348376, 10.512133, 11.352243, 16.839733, 76.913475], [8.634759, 8.988721, 9.132912, 9.291608, 21.481092], [9.143383, 9.955509, 10.071215, 10.909255, 15.933894], [9.324049, 9.604007, 9.616409, 9.816966, 79.141219], [9.388221, 10.301630, 10.480029, 10.889964, 12.035962], [15.047244, 15.123957, 15.791868, 16.190742, 47.602917], [21.849248, 22.463747, 23.020655, 25.935625, 26.981609], [16.462902, 16.742643, 17.580779, 18.069892, 30.244602], [25.652503, 26.711759, 26.918742, 27.523647, 127.178796], [12.796589, 12.993976, 15.232913, 17.478141, 116.957550], [22.729442, 25.442010, 25.838863, 26.063127, 164.743264], [13.811857, 15.612992, 15.871201, 16.741728, 53.306991], [12.489632, 12.916263, 13.095777, 13.403474, 14.418456]]
### 4
fourier: [[6.295915, 6.661129, 6.891703, 6.964677, 24.908630], [15.522179, 15.582959, 15.758550, 18.490830, 44.931391], [19.619943, 19.669181, 21.426845, 23.841917, 58.990726], [24.382254, 24.784018, 28.518348, 29.112634, 74.579790], [7.952831, 8.003067, 8.466318, 8.692088, 76.879354], [5.540359, 5.713807, 6.163311, 6.649312, 7.911408], [8.486686, 8.864534, 9.620537, 9.957288, 53.200174], [5.693568, 5.852110, 6.573040, 6.892345, 7.167531], [16.310075, 16.438847, 18.137732, 18.891798, 111.011585], [5.799944, 5.814141, 6.317543, 6.381398, 48.542848], [10.001906, 10.581591, 10.914433, 12.118948, 55.866995], [12.534814, 12.749696, 13.444532, 14.014559, 103.713288], [11.449774, 11.591324, 12.200126, 13.333798, 47.043662], [13.436922, 14.267035, 14.476232, 16.180196, 23.417696]]
### 6
fourier: [[8.677174, 9.390393, 9.427107, 10.091866, 61.121348], [6.290699, 6.301356, 6.552074, 6.781461, 51.163650], [24.672246, 25.579808, 25.606766, 29.003106, 36.399793], [8.979305, 9.091372, 9.405199, 9.997459, 32.120597], [13.287620, 13.496726, 14.470851, 15.081002, 64.871144], [19.935763, 20.872436, 20.970784, 23.560194, 48.045517], [9.915926, 10.397670, 10.486852, 10.993145, 13.192644], [14.240152, 14.247826, 14.768185, 15.282081, 16.826468], [13.154607, 13.755517, 13.899293, 14.618380, 15.973098], [9.683504, 9.776039, 9.910514, 11.907953, 66.642795], [0.849899, 1.028079, 1.051869, 1.391145, 21.472775], [5.549148, 5.622007, 6.418273, 6.861185, 75.040787], [17.243751, 17.264378, 17.351773, 18.909696, 30.650027], [15.802374, 16.688393, 17.118755, 18.101639, 71.550776]]
### 8
fourier: [[21.245330, 22.455778, 23.837108, 26.109947, 60.158030], [8.903442, 9.631261, 9.649595, 10.409113, 17.134669], [5.928132, 6.668380, 6.673980, 7.053141, 7.533937], [10.390288, 10.543221, 11.138303, 12.237121, 21.401914], [3.276870, 3.345819, 3.389008, 3.451309, 44.963146], [6.470088, 6.584018, 6.856206, 7.129270, 37.642483], [11.255734, 12.162328, 12.763191, 13.806596, 49.263335], [4.883289, 4.946262, 4.976496, 5.390910, 31.130205], [18.181756, 20.204688, 20.954905, 22.515587, 65.356187], [24.088405, 24.450687, 26.111784, 28.765676, 30.824097], [3.308537, 3.739049, 3.750104, 3.786260, 25.658936], [31.192197, 31.646320, 33.944389, 37.113325, 61.475441], [8.886777, 9.052962, 9.388970, 10.563288, 72.765888], [2.098246, 2.283046, 2.564829, 3.009499, 49.039590]]
### 10
fourier: [[18.309866, 19.077478, 20.682288, 22.130918, 33.357841], [27.662631, 29.592181, 31.701135, 33.962067, 45.639324], [6.855746, 7.420479, 7.978185, 8.498541, 36.357189], [25.994672, 27.841255, 29.793299, 32.316974, 59.696564], [8.622519, 8.638485, 8.836580, 9.535825, 16.349956], [11.903774, 12.332028, 12.943746, 13.917774, 14.762829], [6.268460, 6.856160, 6.986563, 7.634384, 58.410821], [7.473589, 8.389759, 8.623176, 9.256213, 36.239785], [2.929734, 3.257253, 3.378952, 3.631990, 28.849162], [25.877632, 28.113438, 30.128941, 32.400594, 81.909105], [18.073116, 19.789396, 20.465387, 21.688962, 92.285629], [13.455255, 14.615154, 15.553861, 16.760497, 31.018237], [2.556559, 2.579202, 2.586256, 2.871704, 46.471797], [2.558767, 2.582793, 2.606671, 3.076270, 41.201473]]
### 12
fourier: [[11.505256, 12.869819, 13.499892, 14.120394, 52.811992], [31.298239, 34.526866, 36.777692, 38.676397, 81.947153], [35.653678, 39.454866, 41.996191, 43.900922, 90.288662], [7.671768, 8.749197, 9.103732, 9.159562, 52.549125], [20.337038, 21.764465, 23.398984, 25.284339, 50.596056], [6.084840, 6.597627, 6.876501, 7.460521, 40.689913], [6.526097, 7.009315, 7.406174, 8.283469, 40.963187], [16.676697, 18.152672, 19.421135, 20.269183, 27.657700], [11.136092, 11.749176, 12.649298, 13.397359, 17.745726], [18.402884, 20.125531, 21.491807, 22.714572, 40.095929], [11.425205, 12.953082, 13.574632, 13.885538, 56.342017], [6.926391, 7.466865, 7.732317, 8.369500, 35.628026], [24.427420, 26.822558, 28.576862, 29.704687, 61.855821], [16.384296, 18.276910, 19.285940, 20.329604, 64.221689]]
### 14
fourier: [[21.627270, 24.136164, 25.660299, 26.418165, 65.522040], [42.136175, 47.110295, 50.078560, 51.478239, 130.840236], [15.350554, 17.536318, 18.548547, 18.600190, 55.149995], [6.303134, 7.051144, 7.491807, 7.788410, 37.124125], [2.019434, 2.286278, 2.319142, 2.463522, 25.848273], [28.203032, 31.705321, 33.634056, 34.611230, 91.697559], [11.501491, 13.084489, 13.845974, 14.004783, 14.967613], [19.207608, 21.206656, 22.599741, 23.696314, 42.879195], [7.349027, 8.475839, 8.945509, 8.983373, 34.103434], [30.947763, 34.454358, 36.659398, 37.928219, 88.232462], [5.026476, 5.796941, 6.110269, 6.128716, 33.057149], [13.065536, 14.385529, 15.328153, 16.133437, 44.635465], [9.107584, 10.343209, 10.940070, 11.102459, 42.129332], [5.351490, 6.254806, 6.361828, 6.576736, 38.012766]]
### 16
fourier: [[4.417528, 5.051270, 5.302218, 5.340298, 25.842387], [0.905016, 0.942739, 0.963672, 1.229601, 3.316225], [10.256015, 11.628445, 12.314020, 12.407878, 43.811640], [7.976600, 9.020626, 9.586988, 9.723826, 15.870494], [11.265464, 12.643545, 13.436224, 13.807082, 21.490049], [16.382714, 18.265439, 19.416315, 20.118506, 55.205721], [4.326580, 4.794321, 5.114683, 5.331748, 18.287560], [21.838638, 24.623458, 26.126374, 26.600559, 70.930143], [13.710501, 15.272476, 16.238450, 16.844130, 27.205976], [0.976704, 1.068716, 1.205972, 1.248086, 16.531661], [6.026890, 6.133397, 6.963640, 7.367424, 7.415528], [2.868975, 3.257553, 3.427318, 3.436152, 23.544533], [28.761835, 32.288346, 34.290344, 35.149947, 88.352552], [8.839302, 9.890979, 10.499289, 10.813867, 44.530027]]
### 18
fourier: [[10.602910, 12.100180, 12.756097, 12.811135, 28.945309]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
starts_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6959927976131439, "train_acc": 0.465, "val_loss": 0.6926559209823608, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6879421174526215, "train_acc": 0.575, "val_loss": 0.6979864239692688, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6744781136512756, "train_acc": 0.575, "val_loss": 0.6911754012107849, "val_acc": 0.52}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6422012448310852, "train_acc": 0.575, "val_loss": 0.6742506623268127, "val_acc": 0.52}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.5729229152202606, "train_acc": 0.575, "val_loss": 0.6171289682388306, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 1.7957266569137573, "train_acc": 0.495, "val_loss": 0.631884753704071, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5392891466617584, "train_acc": 0.495, "val_loss": 0.6251841187477112, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.6298094391822815, "train_acc": 0.695, "val_loss": 0.6719357967376709, "val_acc": 0.58}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.6737608909606934, "train_acc": 0.61, "val_loss": 0.6860774159431458, "val_acc": 0.56}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.6804614663124084, "train_acc": 0.59, "val_loss": 0.6885812282562256, "val_acc": 0.54}], "summary": {"total_epochs": 10, "degraded_epochs": 5, "improved_epochs": 5, "patterns": ["starts_with"], "degraded_stage": {"initial_val_loss": 0.6926559209823608, "final_val_loss": 0.6171289682388306, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.631884753704071, "final_val_loss": 0.6885812282562256, "initial_val_acc": 0.52, "final_val_acc": 0.54, "best_val_acc": 0.68, "best_epoch": 6}, "improvement": 0.16000000000000003, "first_improvement_epoch": 4}}
|
9,951
|
{"target_pattern": "has_majority", "degraded_accuracy": 0.44, "improved_accuracy": 0.64, "improvement": 0.2, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 12, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2414, "learning_rate": 0.08923130575874771, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "has_majority", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["has_majority"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[32.189050, 36.870542, 40.067816, 40.161377, 274.629177], [11.247747, 11.462797, 11.721637, 14.329879, 47.979040], [23.104836, 24.718793, 25.391948, 26.486230, 98.997740], [19.845150, 20.855515, 24.681975, 24.893099, 176.679159], [19.901163, 19.968210, 23.287769, 26.958612, 118.917467], [28.992120, 29.500089, 33.249304, 36.554303, 236.907840], [38.819167, 39.217332, 41.141829, 41.657936, 142.945987], [23.300835, 23.771753, 27.516593, 27.672262, 102.374200], [21.253170, 21.701130, 25.098440, 25.874286, 29.894219], [35.778861, 35.877277, 41.839484, 45.020530, 290.628194], [14.047136, 14.488911, 14.725698, 15.771152, 16.698812], [32.791227, 33.378710, 33.866525, 34.040273, 142.146329]]
### 2
fourier: [[33.351168, 34.710489, 37.895178, 42.771538, 297.328124], [10.875468, 12.164024, 12.490361, 13.799622, 16.583901], [22.269026, 22.383391, 24.954803, 29.038911, 229.236871], [35.093864, 40.993537, 41.147619, 48.094894, 333.454662], [38.445228, 39.110587, 43.248076, 52.783887, 249.995451], [25.591691, 30.173926, 34.764866, 36.025873, 256.796804], [31.873521, 32.550853, 34.459803, 41.610501, 309.628329], [31.744930, 32.893166, 36.351231, 42.165226, 259.162998], [40.005460, 42.781419, 44.657060, 55.292089, 271.222915], [52.766726, 53.876482, 56.653457, 67.633000, 453.133384], [17.499271, 20.336336, 21.095271, 22.443237, 187.864374], [38.744720, 41.237709, 42.743864, 48.739682, 338.101740]]
### 4
fourier: [[45.027990, 46.232212, 49.011844, 60.701651, 357.375371], [38.978056, 40.127155, 43.153911, 52.258681, 314.627061], [9.606970, 9.624628, 9.768252, 13.062003, 43.961405], [21.627716, 23.255974, 24.740496, 28.337706, 177.785337], [37.805881, 39.377071, 42.307740, 50.608550, 321.897686], [10.828021, 11.094052, 12.647687, 14.116525, 132.208175], [7.032897, 7.076672, 7.244893, 9.659013, 45.864180], [29.180111, 30.460831, 31.923841, 39.274780, 227.213907], [51.209599, 53.258791, 55.175703, 69.492787, 385.912402], [5.914903, 6.247807, 6.332202, 7.480103, 29.223085], [34.262309, 35.501944, 37.675777, 46.353432, 233.253553], [39.012779, 40.040637, 43.001221, 52.623772, 295.379256]]
### 6
fourier: [[62.025854, 63.258451, 66.659382, 83.422988, 469.511092], [13.088837, 13.178411, 13.865260, 17.116420, 154.820761], [5.796087, 6.150789, 6.213471, 8.020032, 70.137760], [33.112598, 34.036548, 35.536397, 44.176268, 312.211239], [21.275711, 22.298451, 23.275446, 28.916495, 165.100024], [45.300038, 46.269383, 48.513573, 60.598992, 388.894982], [50.155238, 50.957556, 53.234359, 67.115748, 414.054511], [23.814491, 24.309305, 25.732735, 31.618544, 188.251217], [3.812778, 3.856522, 4.070887, 5.032204, 38.031429], [21.465639, 21.913856, 22.753312, 28.791675, 189.966330], [34.537746, 35.739236, 37.569066, 46.573947, 262.150944], [43.312106, 44.434217, 46.475036, 58.351371, 335.920824]]
### 8
fourier: [[21.369919, 21.796410, 22.964178, 28.740844, 134.750175], [34.257248, 34.939367, 36.814791, 46.074215, 256.714027], [12.197050, 12.439498, 13.108131, 16.404642, 150.048683], [31.087193, 31.703943, 33.410707, 41.811987, 261.307696], [6.572459, 6.704924, 7.061260, 8.838663, 61.283738], [26.630826, 27.159834, 28.620476, 35.817818, 239.990585], [6.149603, 6.270786, 6.610202, 8.271646, 65.733690], [14.474611, 14.763426, 15.554534, 19.467240, 138.816311], [31.487550, 32.114948, 33.837812, 42.348859, 232.065241], [19.993907, 20.390558, 21.488308, 26.891630, 155.181845], [27.669514, 28.219495, 29.736372, 37.214629, 238.735550], [19.220984, 19.603911, 20.655721, 25.851099, 150.809131]]
### 10
fourier: [[1.981544, 2.102834, 2.226650, 2.674273, 31.589456], [0.948991, 1.005495, 1.069525, 1.225084, 30.088000], [54.330310, 55.322302, 58.285714, 73.018585, 418.170740], [29.043437, 29.787106, 31.399524, 39.160710, 262.333650], [12.560055, 12.857829, 13.550860, 16.920551, 96.785677], [9.611406, 9.639783, 10.110417, 12.835511, 85.370396], [19.179970, 19.511019, 20.554382, 25.765906, 139.149548], [16.903340, 17.264847, 18.193932, 22.749150, 147.239122], [14.777044, 15.105554, 15.918867, 19.894646, 75.954348], [22.723205, 23.186426, 24.432767, 30.568403, 198.201652], [18.714003, 19.152424, 20.186674, 25.209059, 173.700504], [28.813026, 29.314094, 30.882506, 38.709215, 241.423252]]
### 12
fourier: [[1.441184, 1.495282, 1.600341, 1.945670, 27.279592], [18.280211, 18.575962, 19.543004, 24.549505, 117.178663], [3.423743, 3.495342, 3.689911, 4.606135, 6.841209], [5.591160, 5.696090, 6.003794, 7.515957, 56.159520], [8.164003, 8.371714, 8.863064, 11.001099, 59.126197], [10.305608, 10.447567, 10.973378, 13.827945, 83.989432], [12.966808, 13.091768, 13.711670, 17.372907, 109.201122], [20.333262, 20.748695, 21.891578, 27.348744, 179.742701], [23.336219, 23.668637, 24.868076, 31.317657, 162.335732], [12.613507, 12.883213, 13.602078, 16.971551, 84.926236], [10.204181, 10.264238, 10.723411, 13.653657, 78.479390], [21.288749, 21.452814, 22.439941, 28.503448, 156.384198]]
### 14
fourier: [[8.740333, 8.768861, 9.162503, 11.696745, 62.299485], [17.260379, 17.279650, 18.137735, 22.982590, 136.070114], [10.748336, 10.812571, 11.345481, 14.390147, 70.940030], [16.670977, 16.772537, 17.577790, 22.217635, 142.711673], [5.776179, 5.822701, 6.061767, 7.721570, 36.269547], [23.430403, 23.662717, 24.877339, 31.419066, 165.935506], [15.136472, 15.296162, 16.072024, 20.276700, 115.606395], [12.349027, 12.531430, 13.098197, 16.517971, 114.901957], [1.652502, 1.667037, 1.689593, 2.219143, 15.046276], [34.893416, 35.277179, 37.037164, 46.761287, 270.054006], [8.201056, 8.384137, 8.818499, 11.082396, 50.749349], [20.923494, 21.071470, 22.143381, 28.016448, 147.709942]]
### 16
fourier: [[7.438145, 7.471349, 7.844980, 9.949457, 67.381846], [3.466273, 3.510475, 3.694210, 4.650657, 10.579146], [2.017341, 2.063236, 2.102443, 2.733909, 10.939488], [4.841246, 4.864006, 5.110585, 6.476636, 46.369553], [0.289098, 0.308842, 0.325754, 0.396952, 12.772592], [1.460362, 1.496754, 1.579620, 1.968371, 20.855033], [1.453314, 1.471285, 1.522052, 1.955690, 39.089659], [6.045303, 6.055812, 6.356596, 8.078951, 33.469770], [1.367334, 1.384462, 1.430658, 1.841336, 16.539317], [4.334357, 4.346959, 4.565405, 5.794046, 38.614034], [7.627045, 7.648344, 7.996563, 10.203682, 67.268097], [5.821972, 5.833845, 6.123605, 7.782061, 65.420177]]
### 18
fourier: [[1.918440, 1.937504, 1.967545, 2.569107, 3.580851]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
has_majority
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 12
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[32.189050, 36.870542, 40.067816, 40.161377, 274.629177], [11.247747, 11.462797, 11.721637, 14.329879, 47.979040], [23.104836, 24.718793, 25.391948, 26.486230, 98.997740], [19.845150, 20.855515, 24.681975, 24.893099, 176.679159], [19.901163, 19.968210, 23.287769, 26.958612, 118.917467], [28.992120, 29.500089, 33.249304, 36.554303, 236.907840], [38.819167, 39.217332, 41.141829, 41.657936, 142.945987], [23.300835, 23.771753, 27.516593, 27.672262, 102.374200], [21.253170, 21.701130, 25.098440, 25.874286, 29.894219], [35.778861, 35.877277, 41.839484, 45.020530, 290.628194], [14.047136, 14.488911, 14.725698, 15.771152, 16.698812], [32.791227, 33.378710, 33.866525, 34.040273, 142.146329]]
### 2
fourier: [[33.351168, 34.710489, 37.895178, 42.771538, 297.328124], [10.875468, 12.164024, 12.490361, 13.799622, 16.583901], [22.269026, 22.383391, 24.954803, 29.038911, 229.236871], [35.093864, 40.993537, 41.147619, 48.094894, 333.454662], [38.445228, 39.110587, 43.248076, 52.783887, 249.995451], [25.591691, 30.173926, 34.764866, 36.025873, 256.796804], [31.873521, 32.550853, 34.459803, 41.610501, 309.628329], [31.744930, 32.893166, 36.351231, 42.165226, 259.162998], [40.005460, 42.781419, 44.657060, 55.292089, 271.222915], [52.766726, 53.876482, 56.653457, 67.633000, 453.133384], [17.499271, 20.336336, 21.095271, 22.443237, 187.864374], [38.744720, 41.237709, 42.743864, 48.739682, 338.101740]]
### 4
fourier: [[45.027990, 46.232212, 49.011844, 60.701651, 357.375371], [38.978056, 40.127155, 43.153911, 52.258681, 314.627061], [9.606970, 9.624628, 9.768252, 13.062003, 43.961405], [21.627716, 23.255974, 24.740496, 28.337706, 177.785337], [37.805881, 39.377071, 42.307740, 50.608550, 321.897686], [10.828021, 11.094052, 12.647687, 14.116525, 132.208175], [7.032897, 7.076672, 7.244893, 9.659013, 45.864180], [29.180111, 30.460831, 31.923841, 39.274780, 227.213907], [51.209599, 53.258791, 55.175703, 69.492787, 385.912402], [5.914903, 6.247807, 6.332202, 7.480103, 29.223085], [34.262309, 35.501944, 37.675777, 46.353432, 233.253553], [39.012779, 40.040637, 43.001221, 52.623772, 295.379256]]
### 6
fourier: [[62.025854, 63.258451, 66.659382, 83.422988, 469.511092], [13.088837, 13.178411, 13.865260, 17.116420, 154.820761], [5.796087, 6.150789, 6.213471, 8.020032, 70.137760], [33.112598, 34.036548, 35.536397, 44.176268, 312.211239], [21.275711, 22.298451, 23.275446, 28.916495, 165.100024], [45.300038, 46.269383, 48.513573, 60.598992, 388.894982], [50.155238, 50.957556, 53.234359, 67.115748, 414.054511], [23.814491, 24.309305, 25.732735, 31.618544, 188.251217], [3.812778, 3.856522, 4.070887, 5.032204, 38.031429], [21.465639, 21.913856, 22.753312, 28.791675, 189.966330], [34.537746, 35.739236, 37.569066, 46.573947, 262.150944], [43.312106, 44.434217, 46.475036, 58.351371, 335.920824]]
### 8
fourier: [[21.369919, 21.796410, 22.964178, 28.740844, 134.750175], [34.257248, 34.939367, 36.814791, 46.074215, 256.714027], [12.197050, 12.439498, 13.108131, 16.404642, 150.048683], [31.087193, 31.703943, 33.410707, 41.811987, 261.307696], [6.572459, 6.704924, 7.061260, 8.838663, 61.283738], [26.630826, 27.159834, 28.620476, 35.817818, 239.990585], [6.149603, 6.270786, 6.610202, 8.271646, 65.733690], [14.474611, 14.763426, 15.554534, 19.467240, 138.816311], [31.487550, 32.114948, 33.837812, 42.348859, 232.065241], [19.993907, 20.390558, 21.488308, 26.891630, 155.181845], [27.669514, 28.219495, 29.736372, 37.214629, 238.735550], [19.220984, 19.603911, 20.655721, 25.851099, 150.809131]]
### 10
fourier: [[1.981544, 2.102834, 2.226650, 2.674273, 31.589456], [0.948991, 1.005495, 1.069525, 1.225084, 30.088000], [54.330310, 55.322302, 58.285714, 73.018585, 418.170740], [29.043437, 29.787106, 31.399524, 39.160710, 262.333650], [12.560055, 12.857829, 13.550860, 16.920551, 96.785677], [9.611406, 9.639783, 10.110417, 12.835511, 85.370396], [19.179970, 19.511019, 20.554382, 25.765906, 139.149548], [16.903340, 17.264847, 18.193932, 22.749150, 147.239122], [14.777044, 15.105554, 15.918867, 19.894646, 75.954348], [22.723205, 23.186426, 24.432767, 30.568403, 198.201652], [18.714003, 19.152424, 20.186674, 25.209059, 173.700504], [28.813026, 29.314094, 30.882506, 38.709215, 241.423252]]
### 12
fourier: [[1.441184, 1.495282, 1.600341, 1.945670, 27.279592], [18.280211, 18.575962, 19.543004, 24.549505, 117.178663], [3.423743, 3.495342, 3.689911, 4.606135, 6.841209], [5.591160, 5.696090, 6.003794, 7.515957, 56.159520], [8.164003, 8.371714, 8.863064, 11.001099, 59.126197], [10.305608, 10.447567, 10.973378, 13.827945, 83.989432], [12.966808, 13.091768, 13.711670, 17.372907, 109.201122], [20.333262, 20.748695, 21.891578, 27.348744, 179.742701], [23.336219, 23.668637, 24.868076, 31.317657, 162.335732], [12.613507, 12.883213, 13.602078, 16.971551, 84.926236], [10.204181, 10.264238, 10.723411, 13.653657, 78.479390], [21.288749, 21.452814, 22.439941, 28.503448, 156.384198]]
### 14
fourier: [[8.740333, 8.768861, 9.162503, 11.696745, 62.299485], [17.260379, 17.279650, 18.137735, 22.982590, 136.070114], [10.748336, 10.812571, 11.345481, 14.390147, 70.940030], [16.670977, 16.772537, 17.577790, 22.217635, 142.711673], [5.776179, 5.822701, 6.061767, 7.721570, 36.269547], [23.430403, 23.662717, 24.877339, 31.419066, 165.935506], [15.136472, 15.296162, 16.072024, 20.276700, 115.606395], [12.349027, 12.531430, 13.098197, 16.517971, 114.901957], [1.652502, 1.667037, 1.689593, 2.219143, 15.046276], [34.893416, 35.277179, 37.037164, 46.761287, 270.054006], [8.201056, 8.384137, 8.818499, 11.082396, 50.749349], [20.923494, 21.071470, 22.143381, 28.016448, 147.709942]]
### 16
fourier: [[7.438145, 7.471349, 7.844980, 9.949457, 67.381846], [3.466273, 3.510475, 3.694210, 4.650657, 10.579146], [2.017341, 2.063236, 2.102443, 2.733909, 10.939488], [4.841246, 4.864006, 5.110585, 6.476636, 46.369553], [0.289098, 0.308842, 0.325754, 0.396952, 12.772592], [1.460362, 1.496754, 1.579620, 1.968371, 20.855033], [1.453314, 1.471285, 1.522052, 1.955690, 39.089659], [6.045303, 6.055812, 6.356596, 8.078951, 33.469770], [1.367334, 1.384462, 1.430658, 1.841336, 16.539317], [4.334357, 4.346959, 4.565405, 5.794046, 38.614034], [7.627045, 7.648344, 7.996563, 10.203682, 67.268097], [5.821972, 5.833845, 6.123605, 7.782061, 65.420177]]
### 18
fourier: [[1.918440, 1.937504, 1.967545, 2.569107, 3.580851]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
has_majority
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6982638239860535, "train_acc": 0.475, "val_loss": 0.8556756377220154, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.704696774482727, "train_acc": 0.575, "val_loss": 0.7074187994003296, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.701128214597702, "train_acc": 0.465, "val_loss": 0.6917229294776917, "val_acc": 0.44}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.8556941449642181, "train_acc": 0.515, "val_loss": 0.662799060344696, "val_acc": 0.64}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6755110621452332, "train_acc": 0.63, "val_loss": 0.686352014541626, "val_acc": 0.56}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.7027952671051025, "train_acc": 0.485, "val_loss": 0.6864703297615051, "val_acc": 0.56}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.7058247923851013, "train_acc": 0.485, "val_loss": 0.686241626739502, "val_acc": 0.56}], "summary": {"total_epochs": 7, "degraded_epochs": 2, "improved_epochs": 5, "patterns": ["has_majority"], "degraded_stage": {"initial_val_loss": 0.8556756377220154, "final_val_loss": 0.7074187994003296, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.6917229294776917, "final_val_loss": 0.686241626739502, "initial_val_acc": 0.44, "final_val_acc": 0.56, "best_val_acc": 0.64, "best_epoch": 3}, "improvement": 0.2, "first_improvement_epoch": 1}}
|
9,952
|
{"target_pattern": "starts_with", "degraded_accuracy": 0.46, "improved_accuracy": 0.82, "improvement": 0.35999999999999993, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3285, "learning_rate": 0.0950234347463027, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "starts_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["starts_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[73.031631, 73.048651, 90.042167, 92.004880, 289.245815], [27.061908, 27.416117, 30.109253, 34.572798, 225.562512], [57.698782, 60.574034, 62.754951, 62.794312, 72.650429], [14.276701, 14.512065, 16.026222, 16.057086, 111.796433], [28.400420, 28.563682, 30.958957, 35.820534, 254.369748], [53.600295, 54.380025, 57.989265, 66.653907, 121.428031], [23.101334, 23.592545, 25.744432, 30.655992, 185.664154], [45.280668, 47.203567, 50.357544, 55.721865, 502.243345], [39.539990, 39.672560, 41.295061, 44.410294, 48.558241], [63.874165, 63.982787, 66.888732, 72.665256, 118.470453], [14.688922, 17.540175, 19.193417, 19.533962, 133.967239], [34.925846, 35.015559, 37.779858, 43.160898, 245.042298], [73.480329, 75.070989, 75.909582, 85.216736, 177.904103], [29.276911, 33.989300, 35.480616, 38.422336, 255.445123]]
### 2
fourier: [[72.995876, 75.964755, 82.641305, 88.259245, 351.457999], [88.747006, 89.483874, 96.602578, 96.916506, 328.219278], [87.772029, 91.184610, 91.794055, 99.084768, 397.338951], [85.145251, 87.015662, 88.284729, 92.903126, 357.917175], [177.693632, 181.713395, 192.029946, 196.954429, 536.625368], [70.358019, 70.921780, 72.209014, 83.638727, 372.006971], [49.226261, 51.713065, 52.488086, 63.884245, 291.504681], [101.934138, 103.758803, 105.198367, 114.756458, 496.586662], [124.338063, 125.060704, 129.654472, 145.042646, 595.806996], [111.679987, 115.796611, 122.852383, 127.862841, 238.559817], [139.524935, 143.758856, 157.770063, 159.129146, 389.732856], [186.215284, 193.709954, 209.414702, 216.820155, 490.662977], [41.569404, 43.613717, 44.631358, 44.983020, 151.636928], [105.715564, 109.147642, 119.836989, 121.831762, 326.938964]]
### 4
fourier: [[427.962760, 446.177873, 451.760477, 463.371272, 1444.510019], [310.670904, 323.886124, 327.785230, 336.519062, 1048.333058], [202.383622, 209.835378, 212.964634, 219.843318, 696.412540], [180.298109, 188.603895, 189.864940, 195.744053, 668.213937], [374.492990, 389.459403, 394.335316, 406.674513, 1328.854131], [299.373388, 312.996245, 316.085318, 324.191117, 1100.010028], [191.517040, 199.425089, 202.239311, 207.069365, 627.380655], [20.891807, 21.785702, 23.122384, 23.435327, 28.148581], [263.404301, 273.914775, 277.780618, 285.408662, 883.963612], [445.396285, 465.059873, 470.473399, 481.940762, 1584.806929], [131.356928, 137.304920, 138.542005, 142.489581, 477.601834], [448.291663, 465.462368, 472.430531, 486.070054, 1563.460569], [386.264220, 403.064563, 408.077097, 418.035825, 1398.638767], [105.817171, 111.085283, 111.853863, 114.399991, 390.206434]]
### 6
fourier: [[719.265641, 752.307101, 760.018238, 776.464537, 2492.889528], [668.288596, 698.216847, 705.569642, 721.913897, 2288.990080], [770.489166, 805.860505, 814.295741, 832.422374, 2617.886545], [924.571569, 967.534733, 976.976927, 997.960569, 3139.595117], [319.538466, 334.292894, 337.425136, 344.691457, 1118.053801], [616.051796, 644.586671, 651.012750, 665.172336, 2100.305285], [456.211043, 478.490636, 482.726394, 492.044974, 1578.461239], [683.144303, 716.405287, 722.740683, 736.569410, 2378.495028], [343.775935, 359.859354, 363.289213, 371.067612, 1190.785536], [439.433874, 458.826702, 464.124557, 474.908828, 1549.435374], [389.003747, 407.154574, 411.125570, 419.808791, 1313.096116], [12.926400, 13.677617, 13.739142, 13.964224, 65.228589], [635.846029, 666.947159, 672.770539, 685.555559, 2215.303470], [408.414228, 427.273067, 431.700798, 441.150798, 1418.915845]]
### 8
fourier: [[127.899331, 134.627591, 135.344379, 137.447901, 450.551833], [859.300867, 901.477471, 908.531713, 925.781807, 2958.058032], [1024.691542, 1075.275343, 1083.646034, 1103.866372, 3539.225076], [964.542207, 1012.173912, 1020.014620, 1039.034959, 3301.794415], [266.260541, 279.205780, 281.538307, 286.997842, 928.583324], [563.387708, 592.323780, 596.225453, 606.180436, 1955.965271], [1260.862406, 1321.730253, 1333.026210, 1359.351362, 4265.486851], [710.411673, 746.194181, 751.588526, 764.879087, 2434.917198], [1238.130480, 1299.287532, 1309.386561, 1333.788593, 4279.588494], [787.716461, 824.181690, 832.229809, 850.301002, 2656.516850], [749.771972, 787.339374, 792.969650, 807.209462, 2607.869553], [126.162042, 131.780472, 133.101956, 136.213323, 448.004643], [575.026614, 602.556561, 607.893591, 620.117667, 1934.873884], [1107.155387, 1159.495616, 1170.070610, 1194.351934, 3739.672795]]
### 10
fourier: [[312.751225, 328.464437, 330.908639, 336.822448, 1075.877051], [904.182152, 950.762228, 957.164680, 973.109191, 3096.521384], [989.782811, 1040.087688, 1047.489186, 1065.629487, 3377.355886], [759.771352, 798.408935, 804.071897, 817.978294, 2587.135522], [209.552217, 220.888861, 222.062271, 225.214108, 736.579430], [821.591896, 865.031738, 870.212514, 883.580475, 2800.630609], [417.844198, 439.652458, 442.451841, 449.533568, 1445.133157], [1418.002619, 1490.088433, 1500.685820, 1526.655630, 4804.049729], [1365.041728, 1435.394696, 1445.038905, 1469.081890, 4636.241495], [479.954958, 504.021995, 507.783894, 516.920633, 1645.045588], [2960.916415, 3115.223574, 3135.147595, 3185.606500, 10069.568512], [467.576032, 492.100308, 495.158968, 502.968370, 1604.285068], [1128.821544, 1186.582269, 1194.786833, 1215.098051, 3892.879598], [578.728561, 609.245816, 612.927082, 622.438993, 1944.024711]]
### 12
fourier: [[585.179594, 616.933844, 620.228740, 629.001510, 1969.565401], [570.477652, 601.543340, 604.626345, 613.056366, 1935.587344], [456.563241, 480.806316, 483.643161, 490.996188, 1539.548675], [504.369175, 529.954288, 533.774347, 543.049988, 1720.146886], [796.707533, 837.035343, 843.092815, 857.864951, 2700.184306], [503.957049, 530.253798, 533.606949, 542.211646, 1773.173047], [345.592471, 363.525705, 365.892344, 371.872737, 1193.070992], [394.249125, 414.447655, 417.270535, 424.354703, 1297.410452], [1077.122021, 1135.366114, 1141.504750, 1157.835038, 3650.159292], [306.886190, 322.551474, 324.797735, 330.347363, 1049.783697], [518.857889, 545.576276, 549.301008, 558.489373, 1740.411192], [864.474621, 908.975662, 915.156201, 930.444534, 2966.953991], [310.214728, 325.909060, 328.285830, 334.057582, 1009.696374], [136.006676, 142.819505, 143.883749, 146.456023, 480.916525]]
### 14
fourier: [[214.407151, 226.988272, 227.650061, 230.085818, 744.399092], [496.011456, 523.290075, 525.803382, 532.987274, 1715.839239], [138.485320, 146.203777, 146.754588, 148.740988, 485.936006], [1562.231684, 1648.761232, 1656.358710, 1678.501290, 5282.915139], [993.667739, 1047.570079, 1053.125040, 1068.119901, 3410.551599], [1251.577382, 1318.706863, 1326.170936, 1345.665375, 4232.260875], [658.134056, 695.352850, 697.948704, 706.791333, 2270.288831], [1329.188521, 1402.345814, 1409.028264, 1428.330352, 4552.487724], [1716.050958, 1809.980321, 1819.210934, 1844.336314, 5875.000653], [1422.998134, 1499.271024, 1507.848752, 1529.923724, 4865.045754], [1144.932456, 1207.365230, 1213.566083, 1230.556632, 3924.536498], [1312.367068, 1387.425757, 1392.302437, 1409.141563, 4515.379054], [1207.842267, 1274.424418, 1280.544724, 1297.900508, 4142.883256], [460.587914, 484.682821, 487.656462, 495.470531, 1579.618078]]
### 16
fourier: [[1098.321529, 1159.070706, 1164.533539, 1180.072891, 3645.753267]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
starts_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[73.031631, 73.048651, 90.042167, 92.004880, 289.245815], [27.061908, 27.416117, 30.109253, 34.572798, 225.562512], [57.698782, 60.574034, 62.754951, 62.794312, 72.650429], [14.276701, 14.512065, 16.026222, 16.057086, 111.796433], [28.400420, 28.563682, 30.958957, 35.820534, 254.369748], [53.600295, 54.380025, 57.989265, 66.653907, 121.428031], [23.101334, 23.592545, 25.744432, 30.655992, 185.664154], [45.280668, 47.203567, 50.357544, 55.721865, 502.243345], [39.539990, 39.672560, 41.295061, 44.410294, 48.558241], [63.874165, 63.982787, 66.888732, 72.665256, 118.470453], [14.688922, 17.540175, 19.193417, 19.533962, 133.967239], [34.925846, 35.015559, 37.779858, 43.160898, 245.042298], [73.480329, 75.070989, 75.909582, 85.216736, 177.904103], [29.276911, 33.989300, 35.480616, 38.422336, 255.445123]]
### 2
fourier: [[72.995876, 75.964755, 82.641305, 88.259245, 351.457999], [88.747006, 89.483874, 96.602578, 96.916506, 328.219278], [87.772029, 91.184610, 91.794055, 99.084768, 397.338951], [85.145251, 87.015662, 88.284729, 92.903126, 357.917175], [177.693632, 181.713395, 192.029946, 196.954429, 536.625368], [70.358019, 70.921780, 72.209014, 83.638727, 372.006971], [49.226261, 51.713065, 52.488086, 63.884245, 291.504681], [101.934138, 103.758803, 105.198367, 114.756458, 496.586662], [124.338063, 125.060704, 129.654472, 145.042646, 595.806996], [111.679987, 115.796611, 122.852383, 127.862841, 238.559817], [139.524935, 143.758856, 157.770063, 159.129146, 389.732856], [186.215284, 193.709954, 209.414702, 216.820155, 490.662977], [41.569404, 43.613717, 44.631358, 44.983020, 151.636928], [105.715564, 109.147642, 119.836989, 121.831762, 326.938964]]
### 4
fourier: [[427.962760, 446.177873, 451.760477, 463.371272, 1444.510019], [310.670904, 323.886124, 327.785230, 336.519062, 1048.333058], [202.383622, 209.835378, 212.964634, 219.843318, 696.412540], [180.298109, 188.603895, 189.864940, 195.744053, 668.213937], [374.492990, 389.459403, 394.335316, 406.674513, 1328.854131], [299.373388, 312.996245, 316.085318, 324.191117, 1100.010028], [191.517040, 199.425089, 202.239311, 207.069365, 627.380655], [20.891807, 21.785702, 23.122384, 23.435327, 28.148581], [263.404301, 273.914775, 277.780618, 285.408662, 883.963612], [445.396285, 465.059873, 470.473399, 481.940762, 1584.806929], [131.356928, 137.304920, 138.542005, 142.489581, 477.601834], [448.291663, 465.462368, 472.430531, 486.070054, 1563.460569], [386.264220, 403.064563, 408.077097, 418.035825, 1398.638767], [105.817171, 111.085283, 111.853863, 114.399991, 390.206434]]
### 6
fourier: [[719.265641, 752.307101, 760.018238, 776.464537, 2492.889528], [668.288596, 698.216847, 705.569642, 721.913897, 2288.990080], [770.489166, 805.860505, 814.295741, 832.422374, 2617.886545], [924.571569, 967.534733, 976.976927, 997.960569, 3139.595117], [319.538466, 334.292894, 337.425136, 344.691457, 1118.053801], [616.051796, 644.586671, 651.012750, 665.172336, 2100.305285], [456.211043, 478.490636, 482.726394, 492.044974, 1578.461239], [683.144303, 716.405287, 722.740683, 736.569410, 2378.495028], [343.775935, 359.859354, 363.289213, 371.067612, 1190.785536], [439.433874, 458.826702, 464.124557, 474.908828, 1549.435374], [389.003747, 407.154574, 411.125570, 419.808791, 1313.096116], [12.926400, 13.677617, 13.739142, 13.964224, 65.228589], [635.846029, 666.947159, 672.770539, 685.555559, 2215.303470], [408.414228, 427.273067, 431.700798, 441.150798, 1418.915845]]
### 8
fourier: [[127.899331, 134.627591, 135.344379, 137.447901, 450.551833], [859.300867, 901.477471, 908.531713, 925.781807, 2958.058032], [1024.691542, 1075.275343, 1083.646034, 1103.866372, 3539.225076], [964.542207, 1012.173912, 1020.014620, 1039.034959, 3301.794415], [266.260541, 279.205780, 281.538307, 286.997842, 928.583324], [563.387708, 592.323780, 596.225453, 606.180436, 1955.965271], [1260.862406, 1321.730253, 1333.026210, 1359.351362, 4265.486851], [710.411673, 746.194181, 751.588526, 764.879087, 2434.917198], [1238.130480, 1299.287532, 1309.386561, 1333.788593, 4279.588494], [787.716461, 824.181690, 832.229809, 850.301002, 2656.516850], [749.771972, 787.339374, 792.969650, 807.209462, 2607.869553], [126.162042, 131.780472, 133.101956, 136.213323, 448.004643], [575.026614, 602.556561, 607.893591, 620.117667, 1934.873884], [1107.155387, 1159.495616, 1170.070610, 1194.351934, 3739.672795]]
### 10
fourier: [[312.751225, 328.464437, 330.908639, 336.822448, 1075.877051], [904.182152, 950.762228, 957.164680, 973.109191, 3096.521384], [989.782811, 1040.087688, 1047.489186, 1065.629487, 3377.355886], [759.771352, 798.408935, 804.071897, 817.978294, 2587.135522], [209.552217, 220.888861, 222.062271, 225.214108, 736.579430], [821.591896, 865.031738, 870.212514, 883.580475, 2800.630609], [417.844198, 439.652458, 442.451841, 449.533568, 1445.133157], [1418.002619, 1490.088433, 1500.685820, 1526.655630, 4804.049729], [1365.041728, 1435.394696, 1445.038905, 1469.081890, 4636.241495], [479.954958, 504.021995, 507.783894, 516.920633, 1645.045588], [2960.916415, 3115.223574, 3135.147595, 3185.606500, 10069.568512], [467.576032, 492.100308, 495.158968, 502.968370, 1604.285068], [1128.821544, 1186.582269, 1194.786833, 1215.098051, 3892.879598], [578.728561, 609.245816, 612.927082, 622.438993, 1944.024711]]
### 12
fourier: [[585.179594, 616.933844, 620.228740, 629.001510, 1969.565401], [570.477652, 601.543340, 604.626345, 613.056366, 1935.587344], [456.563241, 480.806316, 483.643161, 490.996188, 1539.548675], [504.369175, 529.954288, 533.774347, 543.049988, 1720.146886], [796.707533, 837.035343, 843.092815, 857.864951, 2700.184306], [503.957049, 530.253798, 533.606949, 542.211646, 1773.173047], [345.592471, 363.525705, 365.892344, 371.872737, 1193.070992], [394.249125, 414.447655, 417.270535, 424.354703, 1297.410452], [1077.122021, 1135.366114, 1141.504750, 1157.835038, 3650.159292], [306.886190, 322.551474, 324.797735, 330.347363, 1049.783697], [518.857889, 545.576276, 549.301008, 558.489373, 1740.411192], [864.474621, 908.975662, 915.156201, 930.444534, 2966.953991], [310.214728, 325.909060, 328.285830, 334.057582, 1009.696374], [136.006676, 142.819505, 143.883749, 146.456023, 480.916525]]
### 14
fourier: [[214.407151, 226.988272, 227.650061, 230.085818, 744.399092], [496.011456, 523.290075, 525.803382, 532.987274, 1715.839239], [138.485320, 146.203777, 146.754588, 148.740988, 485.936006], [1562.231684, 1648.761232, 1656.358710, 1678.501290, 5282.915139], [993.667739, 1047.570079, 1053.125040, 1068.119901, 3410.551599], [1251.577382, 1318.706863, 1326.170936, 1345.665375, 4232.260875], [658.134056, 695.352850, 697.948704, 706.791333, 2270.288831], [1329.188521, 1402.345814, 1409.028264, 1428.330352, 4552.487724], [1716.050958, 1809.980321, 1819.210934, 1844.336314, 5875.000653], [1422.998134, 1499.271024, 1507.848752, 1529.923724, 4865.045754], [1144.932456, 1207.365230, 1213.566083, 1230.556632, 3924.536498], [1312.367068, 1387.425757, 1392.302437, 1409.141563, 4515.379054], [1207.842267, 1274.424418, 1280.544724, 1297.900508, 4142.883256], [460.587914, 484.682821, 487.656462, 495.470531, 1579.618078]]
### 16
fourier: [[1098.321529, 1159.070706, 1164.533539, 1180.072891, 3645.753267]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
starts_with
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6923290491104126, "train_acc": 0.475, "val_loss": 0.9505612254142761, "val_acc": 0.46}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7398888766765594, "train_acc": 0.585, "val_loss": 0.706183910369873, "val_acc": 0.46}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6960678696632385, "train_acc": 0.46, "val_loss": 0.6993873715400696, "val_acc": 0.46}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6685799062252045, "train_acc": 0.585, "val_loss": 0.6663966178894043, "val_acc": 0.66}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6156177818775177, "train_acc": 0.695, "val_loss": 0.6192545294761658, "val_acc": 0.72}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.5593392252922058, "train_acc": 0.745, "val_loss": 0.6023074388504028, "val_acc": 0.68}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.5743250846862793, "train_acc": 0.7, "val_loss": 0.5919742584228516, "val_acc": 0.68}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5300526171922684, "train_acc": 0.73, "val_loss": 0.5157630443572998, "val_acc": 0.76}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.45337702333927155, "train_acc": 0.765, "val_loss": 0.5949159264564514, "val_acc": 0.78}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.47977975010871887, "train_acc": 0.775, "val_loss": 0.45620137453079224, "val_acc": 0.8}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.44699259102344513, "train_acc": 0.78, "val_loss": 0.43055030703544617, "val_acc": 0.82}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.46811193227767944, "train_acc": 0.78, "val_loss": 0.44572287797927856, "val_acc": 0.8}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["starts_with"], "degraded_stage": {"initial_val_loss": 0.9505612254142761, "final_val_loss": 0.706183910369873, "initial_val_acc": 0.46, "final_val_acc": 0.46, "best_val_acc": 0.46}, "improved_stage": {"initial_val_loss": 0.6993873715400696, "final_val_loss": 0.44572287797927856, "initial_val_acc": 0.46, "final_val_acc": 0.8, "best_val_acc": 0.82, "best_epoch": 10}, "improvement": 0.35999999999999993, "first_improvement_epoch": 1}}
|
9,953
|
{"target_pattern": "sorted_ascending", "degraded_accuracy": 0.6, "improved_accuracy": 0.96, "improvement": 0.36, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8452, "learning_rate": 0.05384605114005096, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_ascending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_ascending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[43.411881, 43.738670, 48.250106, 52.418121, 241.277988], [16.743268, 18.622080, 18.783732, 22.009782, 137.140295], [33.810853, 34.505344, 35.836904, 43.071670, 135.163741], [33.673257, 35.423248, 37.904915, 42.049697, 122.698998], [21.426502, 22.035622, 22.755554, 26.440964, 100.866349], [42.290808, 45.046972, 49.959794, 53.399801, 373.838812], [38.272703, 39.224477, 44.419679, 44.989000, 233.280792], [38.173933, 42.043653, 50.371816, 59.025407, 184.778168], [31.062153, 31.819933, 32.184068, 35.467759, 108.074647], [24.614181, 26.766461, 28.225968, 30.126720, 66.977579]]
### 2
fourier: [[39.794243, 40.507944, 40.663506, 46.874914, 224.202286], [45.848137, 50.519279, 52.232676, 54.047931, 293.674697], [39.268731, 45.578755, 46.545976, 53.209086, 210.101340], [14.895390, 15.660174, 17.110866, 18.003113, 87.421891], [21.269212, 22.130478, 23.469651, 24.487564, 89.949235], [5.802271, 6.302986, 6.487335, 7.082518, 24.474608], [27.972414, 35.351268, 35.817492, 37.164757, 176.386754], [27.530688, 27.682578, 32.059502, 32.383922, 189.889876], [42.266487, 43.034304, 44.556412, 46.601529, 262.127964], [43.857292, 47.592624, 50.461166, 52.378257, 261.150282]]
### 4
fourier: [[84.695831, 90.326002, 90.603815, 93.146554, 511.615553], [26.520083, 30.667404, 31.488408, 32.271486, 178.562054], [6.721728, 7.141182, 7.220752, 8.908702, 35.846293], [31.795258, 36.465480, 36.904871, 37.765710, 194.707253], [28.102487, 28.246994, 30.812249, 32.567758, 159.241903], [35.000964, 36.849189, 38.288416, 40.787585, 169.409689], [57.974471, 64.013028, 65.012079, 66.216550, 351.952533], [34.579487, 36.567452, 36.792801, 38.451055, 182.265164], [63.509309, 66.092636, 66.253076, 70.511597, 359.424743], [5.163741, 5.764137, 6.524008, 7.825313, 33.178202]]
### 6
fourier: [[25.235231, 28.571456, 29.014022, 30.650126, 178.219258], [27.673134, 30.990147, 31.162357, 31.351296, 147.170227], [110.756480, 114.011204, 114.501790, 121.252595, 666.886088], [38.855038, 44.116606, 44.404051, 44.788404, 245.506126], [67.476607, 73.740494, 73.845508, 75.652974, 370.752169], [63.797303, 69.182038, 69.540150, 71.473657, 395.035752], [39.071410, 40.939489, 41.234594, 43.908495, 209.098002], [35.521350, 37.622142, 42.238020, 44.228115, 264.325613], [63.906211, 67.833020, 68.006331, 70.676288, 382.099199], [41.857762, 47.444744, 47.539874, 48.320363, 267.645357]]
### 8
fourier: [[18.374707, 21.109688, 21.557151, 21.651955, 127.248991], [96.602368, 104.046713, 104.155540, 107.988072, 590.235450], [8.138015, 8.599428, 9.227077, 9.842671, 32.806764], [99.425120, 102.075352, 103.198418, 109.543216, 603.899757], [42.853215, 43.452854, 44.205051, 47.341276, 264.464871], [124.412128, 131.052268, 131.638265, 138.168047, 797.850203], [91.524717, 95.043464, 95.462148, 100.868894, 563.882766], [71.319188, 75.683267, 76.101291, 79.136760, 412.749795], [14.687222, 16.446339, 17.016857, 17.756188, 110.612909], [74.852783, 81.455844, 82.291997, 84.283722, 491.179628]]
### 10
fourier: [[37.503029, 39.092860, 39.244922, 42.418998, 200.535283], [26.599393, 30.213407, 30.502313, 30.837654, 163.611439], [152.308498, 157.602542, 160.010500, 168.410938, 991.652358], [47.123854, 49.980854, 50.233637, 52.521190, 291.116299], [6.680215, 6.751876, 6.890836, 8.015707, 54.607284], [103.387062, 103.405087, 105.985714, 113.053998, 622.533190], [48.287845, 51.906077, 51.954717, 54.044182, 321.709469], [14.932407, 17.031908, 17.673287, 17.899324, 91.029330], [73.682025, 75.968574, 77.095038, 81.165050, 461.992710], [90.920672, 94.068980, 95.047204, 100.448208, 580.230920]]
### 12
fourier: [[45.814199, 48.321955, 49.181537, 52.817450, 302.341457], [39.036610, 42.001392, 42.272631, 43.837174, 268.687627], [82.579090, 86.766781, 88.292577, 92.122050, 571.684908], [28.706358, 30.996135, 34.593765, 35.833155, 203.031584], [77.299332, 81.728490, 82.505196, 86.186749, 524.263186], [71.768664, 77.255117, 77.635590, 80.567916, 494.488693], [74.078251, 78.155689, 79.154516, 82.728145, 509.065169], [95.233845, 98.616780, 100.101528, 105.552524, 611.209714], [27.863093, 32.187215, 32.370074, 32.421522, 224.222428], [97.849971, 104.319599, 105.196539, 109.548856, 694.390920]]
### 14
fourier: [[199.496417, 201.988996, 205.436605, 221.061287, 1337.143543], [1.010718, 1.068214, 1.102953, 1.295412, 1.560384], [53.428287, 53.474611, 55.055585, 58.896578, 377.719797], [177.329090, 180.032503, 183.778985, 195.732337, 1236.825372], [160.336920, 162.896422, 166.367822, 176.997378, 1128.769742], [26.948390, 29.280888, 29.285565, 30.365066, 197.773387], [133.294371, 135.945271, 137.324198, 148.459614, 896.688700], [60.063272, 62.192515, 62.826345, 66.643354, 408.192632], [96.762264, 98.568522, 100.741701, 106.850366, 661.457237], [7.170947, 7.244228, 7.654880, 8.343564, 54.834356]]
### 16
fourier: [[100.261686, 104.230035, 105.756127, 111.519055, 741.695236], [71.662391, 73.335711, 74.529304, 79.257872, 503.590388], [114.201711, 118.011436, 119.800651, 126.796513, 833.930086], [83.066003, 83.395672, 85.468546, 91.360682, 531.541049], [18.923979, 20.162281, 21.019098, 22.682592, 134.714739], [167.058164, 171.283320, 174.007349, 184.981275, 1179.490658], [3.779390, 4.171252, 4.978898, 5.231012, 67.115734], [86.242088, 86.812507, 88.703293, 94.986139, 633.281706], [136.662300, 139.873268, 142.284263, 151.235415, 976.199312], [44.947376, 46.046274, 46.994386, 49.661024, 320.594130]]
### 18
fourier: [[139.721379, 143.793650, 145.744323, 155.016842, 1008.071006], [79.902458, 82.569811, 83.651720, 88.767303, 556.014706], [58.954597, 59.189360, 60.707363, 64.915475, 445.810067], [101.432395, 104.293014, 105.934827, 112.476487, 778.314391], [29.105958, 31.825590, 32.737278, 33.225251, 199.062930], [33.981213, 34.503419, 35.247986, 37.463102, 249.528810], [82.063898, 86.179898, 86.525131, 91.595516, 601.331162], [21.830138, 22.144296, 22.732949, 24.265482, 184.142740], [27.348282, 28.342428, 28.646833, 30.337040, 223.734976], [211.834976, 218.552989, 221.340393, 235.307413, 1530.018535]]
### 20
fourier: [[129.484633, 133.847584, 135.243112, 143.955036, 911.805345]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_ascending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[43.411881, 43.738670, 48.250106, 52.418121, 241.277988], [16.743268, 18.622080, 18.783732, 22.009782, 137.140295], [33.810853, 34.505344, 35.836904, 43.071670, 135.163741], [33.673257, 35.423248, 37.904915, 42.049697, 122.698998], [21.426502, 22.035622, 22.755554, 26.440964, 100.866349], [42.290808, 45.046972, 49.959794, 53.399801, 373.838812], [38.272703, 39.224477, 44.419679, 44.989000, 233.280792], [38.173933, 42.043653, 50.371816, 59.025407, 184.778168], [31.062153, 31.819933, 32.184068, 35.467759, 108.074647], [24.614181, 26.766461, 28.225968, 30.126720, 66.977579]]
### 2
fourier: [[39.794243, 40.507944, 40.663506, 46.874914, 224.202286], [45.848137, 50.519279, 52.232676, 54.047931, 293.674697], [39.268731, 45.578755, 46.545976, 53.209086, 210.101340], [14.895390, 15.660174, 17.110866, 18.003113, 87.421891], [21.269212, 22.130478, 23.469651, 24.487564, 89.949235], [5.802271, 6.302986, 6.487335, 7.082518, 24.474608], [27.972414, 35.351268, 35.817492, 37.164757, 176.386754], [27.530688, 27.682578, 32.059502, 32.383922, 189.889876], [42.266487, 43.034304, 44.556412, 46.601529, 262.127964], [43.857292, 47.592624, 50.461166, 52.378257, 261.150282]]
### 4
fourier: [[84.695831, 90.326002, 90.603815, 93.146554, 511.615553], [26.520083, 30.667404, 31.488408, 32.271486, 178.562054], [6.721728, 7.141182, 7.220752, 8.908702, 35.846293], [31.795258, 36.465480, 36.904871, 37.765710, 194.707253], [28.102487, 28.246994, 30.812249, 32.567758, 159.241903], [35.000964, 36.849189, 38.288416, 40.787585, 169.409689], [57.974471, 64.013028, 65.012079, 66.216550, 351.952533], [34.579487, 36.567452, 36.792801, 38.451055, 182.265164], [63.509309, 66.092636, 66.253076, 70.511597, 359.424743], [5.163741, 5.764137, 6.524008, 7.825313, 33.178202]]
### 6
fourier: [[25.235231, 28.571456, 29.014022, 30.650126, 178.219258], [27.673134, 30.990147, 31.162357, 31.351296, 147.170227], [110.756480, 114.011204, 114.501790, 121.252595, 666.886088], [38.855038, 44.116606, 44.404051, 44.788404, 245.506126], [67.476607, 73.740494, 73.845508, 75.652974, 370.752169], [63.797303, 69.182038, 69.540150, 71.473657, 395.035752], [39.071410, 40.939489, 41.234594, 43.908495, 209.098002], [35.521350, 37.622142, 42.238020, 44.228115, 264.325613], [63.906211, 67.833020, 68.006331, 70.676288, 382.099199], [41.857762, 47.444744, 47.539874, 48.320363, 267.645357]]
### 8
fourier: [[18.374707, 21.109688, 21.557151, 21.651955, 127.248991], [96.602368, 104.046713, 104.155540, 107.988072, 590.235450], [8.138015, 8.599428, 9.227077, 9.842671, 32.806764], [99.425120, 102.075352, 103.198418, 109.543216, 603.899757], [42.853215, 43.452854, 44.205051, 47.341276, 264.464871], [124.412128, 131.052268, 131.638265, 138.168047, 797.850203], [91.524717, 95.043464, 95.462148, 100.868894, 563.882766], [71.319188, 75.683267, 76.101291, 79.136760, 412.749795], [14.687222, 16.446339, 17.016857, 17.756188, 110.612909], [74.852783, 81.455844, 82.291997, 84.283722, 491.179628]]
### 10
fourier: [[37.503029, 39.092860, 39.244922, 42.418998, 200.535283], [26.599393, 30.213407, 30.502313, 30.837654, 163.611439], [152.308498, 157.602542, 160.010500, 168.410938, 991.652358], [47.123854, 49.980854, 50.233637, 52.521190, 291.116299], [6.680215, 6.751876, 6.890836, 8.015707, 54.607284], [103.387062, 103.405087, 105.985714, 113.053998, 622.533190], [48.287845, 51.906077, 51.954717, 54.044182, 321.709469], [14.932407, 17.031908, 17.673287, 17.899324, 91.029330], [73.682025, 75.968574, 77.095038, 81.165050, 461.992710], [90.920672, 94.068980, 95.047204, 100.448208, 580.230920]]
### 12
fourier: [[45.814199, 48.321955, 49.181537, 52.817450, 302.341457], [39.036610, 42.001392, 42.272631, 43.837174, 268.687627], [82.579090, 86.766781, 88.292577, 92.122050, 571.684908], [28.706358, 30.996135, 34.593765, 35.833155, 203.031584], [77.299332, 81.728490, 82.505196, 86.186749, 524.263186], [71.768664, 77.255117, 77.635590, 80.567916, 494.488693], [74.078251, 78.155689, 79.154516, 82.728145, 509.065169], [95.233845, 98.616780, 100.101528, 105.552524, 611.209714], [27.863093, 32.187215, 32.370074, 32.421522, 224.222428], [97.849971, 104.319599, 105.196539, 109.548856, 694.390920]]
### 14
fourier: [[199.496417, 201.988996, 205.436605, 221.061287, 1337.143543], [1.010718, 1.068214, 1.102953, 1.295412, 1.560384], [53.428287, 53.474611, 55.055585, 58.896578, 377.719797], [177.329090, 180.032503, 183.778985, 195.732337, 1236.825372], [160.336920, 162.896422, 166.367822, 176.997378, 1128.769742], [26.948390, 29.280888, 29.285565, 30.365066, 197.773387], [133.294371, 135.945271, 137.324198, 148.459614, 896.688700], [60.063272, 62.192515, 62.826345, 66.643354, 408.192632], [96.762264, 98.568522, 100.741701, 106.850366, 661.457237], [7.170947, 7.244228, 7.654880, 8.343564, 54.834356]]
### 16
fourier: [[100.261686, 104.230035, 105.756127, 111.519055, 741.695236], [71.662391, 73.335711, 74.529304, 79.257872, 503.590388], [114.201711, 118.011436, 119.800651, 126.796513, 833.930086], [83.066003, 83.395672, 85.468546, 91.360682, 531.541049], [18.923979, 20.162281, 21.019098, 22.682592, 134.714739], [167.058164, 171.283320, 174.007349, 184.981275, 1179.490658], [3.779390, 4.171252, 4.978898, 5.231012, 67.115734], [86.242088, 86.812507, 88.703293, 94.986139, 633.281706], [136.662300, 139.873268, 142.284263, 151.235415, 976.199312], [44.947376, 46.046274, 46.994386, 49.661024, 320.594130]]
### 18
fourier: [[139.721379, 143.793650, 145.744323, 155.016842, 1008.071006], [79.902458, 82.569811, 83.651720, 88.767303, 556.014706], [58.954597, 59.189360, 60.707363, 64.915475, 445.810067], [101.432395, 104.293014, 105.934827, 112.476487, 778.314391], [29.105958, 31.825590, 32.737278, 33.225251, 199.062930], [33.981213, 34.503419, 35.247986, 37.463102, 249.528810], [82.063898, 86.179898, 86.525131, 91.595516, 601.331162], [21.830138, 22.144296, 22.732949, 24.265482, 184.142740], [27.348282, 28.342428, 28.646833, 30.337040, 223.734976], [211.834976, 218.552989, 221.340393, 235.307413, 1530.018535]]
### 20
fourier: [[129.484633, 133.847584, 135.243112, 143.955036, 911.805345]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_ascending
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6927083432674408, "train_acc": 0.51, "val_loss": 0.6716126203536987, "val_acc": 0.6}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7021619081497192, "train_acc": 0.54, "val_loss": 0.5576597452163696, "val_acc": 0.6}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6148981750011444, "train_acc": 0.61, "val_loss": 1.0067321062088013, "val_acc": 0.8}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6767522394657135, "train_acc": 0.81, "val_loss": 0.4984498620033264, "val_acc": 0.8}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.506523460149765, "train_acc": 0.83, "val_loss": 0.42447081208229065, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.45679908990859985, "train_acc": 0.865, "val_loss": 0.31605127453804016, "val_acc": 0.92}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.4470635950565338, "train_acc": 0.88, "val_loss": 0.2744752764701843, "val_acc": 0.96}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.39588697254657745, "train_acc": 0.885, "val_loss": 0.2809741497039795, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.348013773560524, "train_acc": 0.905, "val_loss": 0.2870420813560486, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.32741042971611023, "train_acc": 0.895, "val_loss": 0.2749861776828766, "val_acc": 0.9}], "summary": {"total_epochs": 10, "degraded_epochs": 2, "improved_epochs": 8, "patterns": ["sorted_ascending"], "degraded_stage": {"initial_val_loss": 0.6716126203536987, "final_val_loss": 0.5576597452163696, "initial_val_acc": 0.6, "final_val_acc": 0.6, "best_val_acc": 0.6}, "improved_stage": {"initial_val_loss": 1.0067321062088013, "final_val_loss": 0.2749861776828766, "initial_val_acc": 0.8, "final_val_acc": 0.9, "best_val_acc": 0.96, "best_epoch": 6}, "improvement": 0.36, "first_improvement_epoch": 1}}
|
9,954
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.5, "improved_accuracy": 0.9, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9362, "learning_rate": 0.08637503031417247, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[24.059212, 25.066335, 33.427226, 33.465672, 132.700873], [15.516977, 16.113061, 16.498587, 18.437196, 44.235453], [17.634920, 19.694645, 20.716724, 23.722684, 164.344556], [28.558673, 30.300042, 30.531491, 31.652269, 42.730875], [28.623098, 30.148627, 31.567666, 32.395225, 40.151577], [20.333657, 21.036785, 22.292640, 24.250348, 95.626827], [23.615686, 24.838652, 29.150676, 34.978224, 125.136110], [19.807039, 21.710544, 22.682277, 24.938189, 117.007486], [19.853314, 22.533994, 24.093091, 25.513591, 149.824378], [26.536403, 29.401020, 33.586281, 34.315335, 206.038970]]
### 2
fourier: [[19.754372, 20.079883, 22.974920, 26.365431, 95.572624], [22.987004, 23.819427, 26.537734, 28.862246, 185.709914], [21.217442, 21.969091, 23.652640, 27.723580, 87.115460], [5.836489, 6.216921, 6.323145, 6.936802, 7.016200], [8.869760, 8.926623, 9.842685, 10.591600, 11.264489], [20.139790, 20.257253, 24.806366, 25.718769, 102.067639], [18.774325, 19.753588, 23.469815, 23.820492, 63.731542], [26.486351, 32.649085, 33.574642, 37.501204, 144.312985], [11.660328, 11.911407, 12.037696, 14.675926, 22.841328], [21.342850, 22.380826, 24.116134, 25.569510, 88.365034]]
### 4
fourier: [[31.849075, 40.312203, 43.485327, 47.426159, 201.705893], [26.321975, 31.437735, 34.635285, 36.878056, 97.827457], [17.793297, 21.469023, 22.759875, 25.006622, 103.361651], [29.139532, 35.392233, 39.644136, 41.448772, 145.905009], [22.216497, 26.904831, 30.310647, 31.474585, 127.566011], [44.869545, 56.897065, 60.865454, 66.710176, 255.386356], [26.652256, 31.765028, 36.814942, 37.390849, 148.311161], [17.038869, 21.684386, 22.737962, 25.369213, 84.289113], [12.901650, 15.595394, 15.781570, 18.316485, 28.136048], [21.218189, 23.942912, 27.273547, 28.061987, 54.851901]]
### 6
fourier: [[36.460911, 46.529774, 50.158055, 54.963929, 196.850582], [30.320930, 37.816604, 41.956693, 44.587767, 172.449677], [8.286989, 8.472494, 10.266460, 11.318767, 12.194731], [38.915139, 48.205510, 53.279877, 56.335545, 235.448104], [17.591915, 21.698289, 23.087018, 25.409028, 70.604682], [17.991309, 22.803926, 24.017586, 26.757830, 91.144294], [7.223216, 8.384339, 9.333340, 9.995358, 71.133370], [41.540139, 52.783793, 58.605908, 61.942197, 233.944987], [19.284904, 24.439886, 27.170198, 28.829176, 126.735258], [42.277110, 52.912303, 58.377691, 62.060708, 259.986263]]
### 8
fourier: [[69.937415, 89.326021, 98.548726, 105.150363, 350.100301], [49.076388, 62.073701, 68.842630, 72.881780, 258.095738], [29.103707, 36.907739, 40.439316, 43.215419, 156.031989], [11.204042, 14.154430, 15.918789, 16.705493, 109.464108], [38.070355, 48.005232, 53.017357, 56.441535, 159.635883], [67.202031, 85.745302, 94.593932, 100.968701, 339.050242], [45.238250, 57.503041, 63.285606, 67.535546, 196.920477], [51.613936, 65.215638, 72.032539, 76.448790, 273.509343], [43.037565, 54.624143, 60.596648, 64.535026, 240.533216], [25.182086, 30.692067, 34.144311, 35.753576, 188.442515]]
### 10
fourier: [[26.826581, 33.903428, 38.268390, 39.753755, 192.831569], [15.625748, 19.916055, 21.763546, 23.492092, 56.672711], [67.800339, 87.023397, 96.075417, 102.294700, 341.665555], [50.783110, 65.483869, 71.963337, 76.860014, 251.927387], [43.022684, 55.211864, 60.611222, 64.545578, 210.843187], [48.968639, 61.642685, 67.684313, 72.424080, 200.699784], [76.044106, 97.270660, 107.007804, 114.054909, 384.951077], [43.611793, 55.384689, 61.839478, 65.085530, 253.187932], [52.917516, 68.483569, 75.188417, 80.205962, 259.449243], [23.956203, 30.652203, 34.289170, 35.855021, 152.563596]]
### 12
fourier: [[34.266918, 44.030120, 48.388980, 51.851567, 152.704103], [63.532461, 81.184109, 88.760850, 95.252835, 303.481256], [15.498384, 19.562259, 21.596267, 22.894906, 83.746967], [29.572503, 38.304183, 42.407891, 44.942855, 107.030776], [25.609845, 33.074559, 35.867778, 38.649879, 94.792745], [9.370197, 12.066283, 13.331581, 13.840500, 54.841274], [40.158188, 51.820884, 56.921319, 60.763751, 199.503865], [78.576430, 101.083063, 111.430014, 118.742144, 384.561732], [32.391659, 41.123847, 45.821956, 48.430207, 162.127592], [5.694166, 5.958331, 7.585178, 8.570194, 8.658597]]
### 14
fourier: [[82.469532, 105.379201, 116.717696, 124.039058, 448.816965], [31.867054, 40.529662, 45.029209, 47.778080, 139.663868], [33.852701, 43.964662, 48.055855, 51.254342, 124.795153], [58.142433, 74.376670, 82.225401, 87.408122, 299.992154], [36.504022, 46.878925, 51.517342, 54.909364, 203.035947], [22.897583, 27.993432, 31.998200, 33.462303, 106.148322], [24.227639, 31.409807, 34.165410, 36.792288, 108.482782], [25.070515, 30.881485, 35.089946, 36.897685, 111.167708], [16.440136, 19.740320, 22.720365, 23.346734, 62.752642], [19.082115, 23.666437, 26.973658, 28.220960, 136.099348]]
### 16
fourier: [[16.243498, 21.577255, 23.116094, 25.062373, 115.559143], [24.756563, 31.918741, 35.282898, 37.535891, 111.640034], [41.178467, 52.632613, 58.562279, 62.120134, 256.817148], [42.258908, 53.524036, 59.792252, 63.215131, 169.156490], [17.053712, 21.872749, 24.302657, 25.759661, 70.678308], [12.507612, 16.903714, 17.278269, 19.158024, 67.204969], [39.451007, 48.290015, 55.411316, 57.819423, 186.045676], [33.632346, 43.031315, 47.764652, 50.728973, 189.647527], [53.834161, 68.340177, 76.063238, 80.655542, 321.476926], [4.435591, 4.884813, 5.982115, 6.043586, 15.850876]]
### 18
fourier: [[17.145643, 22.391114, 24.334350, 26.184580, 70.907817]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[24.059212, 25.066335, 33.427226, 33.465672, 132.700873], [15.516977, 16.113061, 16.498587, 18.437196, 44.235453], [17.634920, 19.694645, 20.716724, 23.722684, 164.344556], [28.558673, 30.300042, 30.531491, 31.652269, 42.730875], [28.623098, 30.148627, 31.567666, 32.395225, 40.151577], [20.333657, 21.036785, 22.292640, 24.250348, 95.626827], [23.615686, 24.838652, 29.150676, 34.978224, 125.136110], [19.807039, 21.710544, 22.682277, 24.938189, 117.007486], [19.853314, 22.533994, 24.093091, 25.513591, 149.824378], [26.536403, 29.401020, 33.586281, 34.315335, 206.038970]]
### 2
fourier: [[19.754372, 20.079883, 22.974920, 26.365431, 95.572624], [22.987004, 23.819427, 26.537734, 28.862246, 185.709914], [21.217442, 21.969091, 23.652640, 27.723580, 87.115460], [5.836489, 6.216921, 6.323145, 6.936802, 7.016200], [8.869760, 8.926623, 9.842685, 10.591600, 11.264489], [20.139790, 20.257253, 24.806366, 25.718769, 102.067639], [18.774325, 19.753588, 23.469815, 23.820492, 63.731542], [26.486351, 32.649085, 33.574642, 37.501204, 144.312985], [11.660328, 11.911407, 12.037696, 14.675926, 22.841328], [21.342850, 22.380826, 24.116134, 25.569510, 88.365034]]
### 4
fourier: [[31.849075, 40.312203, 43.485327, 47.426159, 201.705893], [26.321975, 31.437735, 34.635285, 36.878056, 97.827457], [17.793297, 21.469023, 22.759875, 25.006622, 103.361651], [29.139532, 35.392233, 39.644136, 41.448772, 145.905009], [22.216497, 26.904831, 30.310647, 31.474585, 127.566011], [44.869545, 56.897065, 60.865454, 66.710176, 255.386356], [26.652256, 31.765028, 36.814942, 37.390849, 148.311161], [17.038869, 21.684386, 22.737962, 25.369213, 84.289113], [12.901650, 15.595394, 15.781570, 18.316485, 28.136048], [21.218189, 23.942912, 27.273547, 28.061987, 54.851901]]
### 6
fourier: [[36.460911, 46.529774, 50.158055, 54.963929, 196.850582], [30.320930, 37.816604, 41.956693, 44.587767, 172.449677], [8.286989, 8.472494, 10.266460, 11.318767, 12.194731], [38.915139, 48.205510, 53.279877, 56.335545, 235.448104], [17.591915, 21.698289, 23.087018, 25.409028, 70.604682], [17.991309, 22.803926, 24.017586, 26.757830, 91.144294], [7.223216, 8.384339, 9.333340, 9.995358, 71.133370], [41.540139, 52.783793, 58.605908, 61.942197, 233.944987], [19.284904, 24.439886, 27.170198, 28.829176, 126.735258], [42.277110, 52.912303, 58.377691, 62.060708, 259.986263]]
### 8
fourier: [[69.937415, 89.326021, 98.548726, 105.150363, 350.100301], [49.076388, 62.073701, 68.842630, 72.881780, 258.095738], [29.103707, 36.907739, 40.439316, 43.215419, 156.031989], [11.204042, 14.154430, 15.918789, 16.705493, 109.464108], [38.070355, 48.005232, 53.017357, 56.441535, 159.635883], [67.202031, 85.745302, 94.593932, 100.968701, 339.050242], [45.238250, 57.503041, 63.285606, 67.535546, 196.920477], [51.613936, 65.215638, 72.032539, 76.448790, 273.509343], [43.037565, 54.624143, 60.596648, 64.535026, 240.533216], [25.182086, 30.692067, 34.144311, 35.753576, 188.442515]]
### 10
fourier: [[26.826581, 33.903428, 38.268390, 39.753755, 192.831569], [15.625748, 19.916055, 21.763546, 23.492092, 56.672711], [67.800339, 87.023397, 96.075417, 102.294700, 341.665555], [50.783110, 65.483869, 71.963337, 76.860014, 251.927387], [43.022684, 55.211864, 60.611222, 64.545578, 210.843187], [48.968639, 61.642685, 67.684313, 72.424080, 200.699784], [76.044106, 97.270660, 107.007804, 114.054909, 384.951077], [43.611793, 55.384689, 61.839478, 65.085530, 253.187932], [52.917516, 68.483569, 75.188417, 80.205962, 259.449243], [23.956203, 30.652203, 34.289170, 35.855021, 152.563596]]
### 12
fourier: [[34.266918, 44.030120, 48.388980, 51.851567, 152.704103], [63.532461, 81.184109, 88.760850, 95.252835, 303.481256], [15.498384, 19.562259, 21.596267, 22.894906, 83.746967], [29.572503, 38.304183, 42.407891, 44.942855, 107.030776], [25.609845, 33.074559, 35.867778, 38.649879, 94.792745], [9.370197, 12.066283, 13.331581, 13.840500, 54.841274], [40.158188, 51.820884, 56.921319, 60.763751, 199.503865], [78.576430, 101.083063, 111.430014, 118.742144, 384.561732], [32.391659, 41.123847, 45.821956, 48.430207, 162.127592], [5.694166, 5.958331, 7.585178, 8.570194, 8.658597]]
### 14
fourier: [[82.469532, 105.379201, 116.717696, 124.039058, 448.816965], [31.867054, 40.529662, 45.029209, 47.778080, 139.663868], [33.852701, 43.964662, 48.055855, 51.254342, 124.795153], [58.142433, 74.376670, 82.225401, 87.408122, 299.992154], [36.504022, 46.878925, 51.517342, 54.909364, 203.035947], [22.897583, 27.993432, 31.998200, 33.462303, 106.148322], [24.227639, 31.409807, 34.165410, 36.792288, 108.482782], [25.070515, 30.881485, 35.089946, 36.897685, 111.167708], [16.440136, 19.740320, 22.720365, 23.346734, 62.752642], [19.082115, 23.666437, 26.973658, 28.220960, 136.099348]]
### 16
fourier: [[16.243498, 21.577255, 23.116094, 25.062373, 115.559143], [24.756563, 31.918741, 35.282898, 37.535891, 111.640034], [41.178467, 52.632613, 58.562279, 62.120134, 256.817148], [42.258908, 53.524036, 59.792252, 63.215131, 169.156490], [17.053712, 21.872749, 24.302657, 25.759661, 70.678308], [12.507612, 16.903714, 17.278269, 19.158024, 67.204969], [39.451007, 48.290015, 55.411316, 57.819423, 186.045676], [33.632346, 43.031315, 47.764652, 50.728973, 189.647527], [53.834161, 68.340177, 76.063238, 80.655542, 321.476926], [4.435591, 4.884813, 5.982115, 6.043586, 15.850876]]
### 18
fourier: [[17.145643, 22.391114, 24.334350, 26.184580, 70.907817]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6882975995540619, "train_acc": 0.535, "val_loss": 0.7542257905006409, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6906485557556152, "train_acc": 0.565, "val_loss": 0.5631003975868225, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 4.17801371216774, "train_acc": 0.5, "val_loss": 0.44293221831321716, "val_acc": 0.9}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.5673407018184662, "train_acc": 0.715, "val_loss": 0.7579419612884521, "val_acc": 0.5}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.7510024905204773, "train_acc": 0.5, "val_loss": 0.7113233804702759, "val_acc": 0.5}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.703637570142746, "train_acc": 0.5, "val_loss": 0.6953278183937073, "val_acc": 0.5}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.7542257905006409, "final_val_loss": 0.5631003975868225, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.44293221831321716, "final_val_loss": 0.6953278183937073, "initial_val_acc": 0.9, "final_val_acc": 0.5, "best_val_acc": 0.9, "best_epoch": 2}, "improvement": 0.4, "first_improvement_epoch": 1}}
|
9,955
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.56, "improved_accuracy": 0.9, "improvement": 0.33999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 15, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 3874, "learning_rate": 0.01517693669982836, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.522359, 17.654237, 18.580849, 19.545475, 107.340587], [21.634278, 23.531392, 25.798887, 29.029466, 35.316480], [14.360764, 14.681519, 15.195354, 16.324255, 50.374998], [14.428828, 15.689705, 16.077675, 17.419695, 23.715019], [19.554728, 20.354309, 20.623909, 21.850269, 93.828057], [16.025069, 17.457144, 18.129002, 23.017297, 48.548936], [15.688368, 16.604045, 18.700932, 20.218384, 67.062836], [14.616574, 14.652228, 15.390598, 17.634222, 26.616614], [16.169451, 16.379273, 17.953199, 22.369540, 58.098314], [19.816783, 24.060318, 24.577737, 26.592117, 29.529257], [26.470338, 30.618312, 31.339822, 34.739249, 210.974076], [15.554653, 15.830575, 17.960479, 21.158329, 49.742560], [25.212592, 26.828226, 32.255714, 36.716694, 77.237992], [25.175189, 26.343547, 26.413284, 26.664106, 186.205440], [24.252831, 26.432490, 26.639207, 27.613275, 93.600989]]
### 2
fourier: [[13.741583, 14.261873, 15.057311, 20.776887, 43.079102], [13.418162, 13.610558, 14.709147, 15.104319, 17.578694], [7.602522, 7.693331, 7.797662, 8.463860, 9.060713], [25.457692, 29.125658, 31.944317, 36.179038, 123.456380], [7.253933, 8.115702, 9.725618, 11.407159, 84.190988], [19.775521, 20.065394, 23.546325, 23.983775, 122.118500], [12.152699, 12.339307, 12.959134, 15.914397, 37.794324], [9.306777, 10.021450, 10.691924, 10.873770, 96.374515], [15.220584, 15.919525, 17.104275, 17.148899, 131.155516], [21.092080, 21.418944, 21.746525, 22.438817, 129.961347], [30.925987, 32.109512, 33.671148, 33.828635, 162.183571], [12.092480, 13.629200, 15.165233, 18.514840, 133.593339], [28.168467, 28.718059, 30.647121, 38.877399, 165.845982], [23.135117, 23.258077, 24.900930, 25.809580, 127.612911], [21.641237, 22.760493, 23.332614, 24.630190, 97.525982]]
### 4
fourier: [[26.485960, 27.003500, 27.066720, 27.434443, 80.860627], [45.646834, 50.052721, 51.642101, 52.042176, 247.817749], [21.139251, 23.620399, 25.093494, 25.634121, 127.731481], [32.538371, 34.249578, 35.186797, 36.287616, 176.918602], [4.916170, 5.216999, 5.447593, 5.741361, 33.226936], [49.748554, 50.784581, 53.197081, 54.744570, 280.120758], [25.061858, 25.230677, 27.734148, 29.108859, 137.705654], [33.775276, 34.903212, 35.100127, 35.320504, 193.440239], [4.840982, 5.292205, 5.796969, 6.350881, 44.005518], [30.223127, 32.219560, 34.884950, 36.577324, 174.415886], [10.414400, 10.416251, 11.560961, 12.133008, 74.393712], [3.035220, 3.091391, 3.200984, 3.332248, 23.246061], [6.091276, 7.924516, 8.014723, 8.224931, 69.599324], [45.351156, 48.955940, 52.795216, 54.981624, 267.969094], [18.479137, 18.526997, 19.126464, 19.516459, 126.704626]]
### 6
fourier: [[61.197530, 61.758807, 64.011003, 64.802203, 360.025328], [35.866400, 36.136136, 37.960891, 39.715205, 167.119045], [57.086584, 58.508613, 60.038371, 61.793208, 343.698801], [48.993844, 50.858921, 53.028477, 53.103335, 272.577309], [86.788683, 89.161478, 91.344290, 93.423852, 486.477696], [37.165091, 39.241336, 42.057400, 42.685902, 251.003208], [11.022859, 11.786770, 12.202421, 12.291559, 80.335478], [59.458221, 61.962293, 62.731244, 65.049202, 358.705701], [42.994240, 43.301718, 44.943620, 45.061125, 232.165006], [22.522450, 23.455368, 24.301874, 25.367051, 139.388052], [37.750430, 38.453760, 41.137312, 42.875581, 233.295476], [45.371260, 45.394922, 46.755487, 46.809807, 257.626372], [91.349507, 93.062045, 96.052225, 98.795563, 497.413512], [29.891443, 31.086345, 33.348442, 35.078941, 177.360882], [41.270882, 42.015099, 43.963219, 44.933801, 222.776904]]
### 8
fourier: [[146.030370, 149.068959, 153.487807, 157.223579, 823.002139], [31.058102, 31.729213, 33.043372, 33.197323, 179.095141], [9.071464, 9.103408, 9.912298, 10.333980, 66.815490], [12.196043, 12.780412, 13.619270, 13.863331, 70.652109], [54.646783, 54.854372, 57.344173, 57.842266, 309.186193], [3.789075, 3.912096, 3.928151, 4.043663, 34.418891], [37.052390, 37.725976, 39.509065, 39.901210, 236.842389], [70.053675, 70.727515, 73.535488, 75.199102, 400.752068], [60.361463, 61.133581, 64.070328, 64.862587, 330.362154], [58.963344, 59.558929, 62.289411, 63.692919, 342.274091], [40.501407, 42.457246, 42.498434, 43.952801, 214.759361], [56.942091, 58.663149, 60.269938, 62.173442, 333.333891], [56.507814, 58.119533, 58.876569, 60.054601, 287.899326], [111.115785, 113.337692, 116.506520, 119.137394, 621.236987], [177.262165, 179.148110, 186.121302, 189.962011, 1020.186415]]
### 10
fourier: [[75.410237, 77.491108, 79.372571, 81.896349, 430.524416], [166.990171, 169.124842, 175.237192, 178.788973, 947.841803], [97.897056, 100.790264, 103.145046, 106.442715, 560.371212], [81.970306, 82.572629, 85.964742, 87.606169, 469.669183], [113.945653, 115.119329, 119.679546, 122.184391, 651.444308], [150.681015, 154.097353, 158.535511, 162.972055, 845.882215], [126.263358, 128.843694, 132.705917, 136.027053, 714.556032], [53.040320, 53.502012, 55.983219, 56.444425, 308.884792], [21.501366, 22.849960, 23.059188, 24.149497, 138.457124], [114.982761, 117.348855, 120.918095, 124.161709, 653.053780], [3.662975, 3.723586, 3.785351, 3.855266, 45.212043], [144.631337, 148.193637, 152.107256, 156.430646, 833.746090], [68.136431, 69.362812, 71.563226, 73.207451, 387.643751], [27.347947, 27.845064, 28.802892, 28.994907, 185.708109], [3.232068, 3.348335, 3.494037, 3.577393, 40.160085]]
### 12
fourier: [[64.010901, 64.544457, 67.137156, 68.301468, 346.955593], [152.055810, 155.279860, 159.902742, 164.065575, 874.770939], [103.073573, 105.321594, 108.450155, 111.375839, 568.710554], [184.068750, 187.982691, 193.618954, 198.708502, 1044.093101], [227.893652, 232.554614, 239.630352, 245.714693, 1295.905677], [271.118833, 276.650589, 285.186181, 292.501295, 1537.277871], [134.484917, 136.427260, 141.273782, 144.381429, 771.359856], [128.589844, 130.536048, 135.118448, 138.083386, 733.747282], [19.161155, 20.006176, 20.371896, 20.746511, 150.885372], [60.658059, 61.909470, 63.849728, 65.551073, 352.668821], [52.362990, 53.636415, 55.101094, 56.683719, 312.864712], [10.982505, 11.538672, 11.978437, 12.552416, 57.961261], [25.035630, 25.420507, 26.234243, 26.739312, 154.640848], [68.441437, 70.035972, 72.049225, 73.942974, 425.161892], [39.933740, 40.485415, 41.933775, 42.859296, 228.978894]]
### 14
fourier: [[176.766301, 179.509296, 185.739814, 189.884624, 1001.912774], [60.467835, 61.756690, 63.591504, 65.220100, 294.945209], [124.537249, 127.268954, 131.021896, 134.528667, 678.536501], [155.584530, 158.225997, 163.527814, 167.302032, 883.992796], [172.889561, 177.033287, 181.988104, 187.067619, 959.437461], [43.339212, 44.032774, 45.534875, 46.535998, 252.000215], [36.878098, 37.370113, 38.699910, 39.478622, 210.052578], [118.855559, 121.013939, 124.913640, 127.914994, 644.136179], [113.296639, 114.777012, 118.942025, 121.379278, 678.410863], [155.562881, 158.761112, 163.612352, 167.788665, 857.094990], [164.208662, 167.539175, 172.695247, 177.090976, 909.602250], [187.906719, 191.913535, 197.686288, 202.870563, 1072.719308], [109.645839, 111.780033, 115.321841, 118.160993, 606.917978], [106.777466, 108.907844, 112.295645, 115.153143, 609.551496], [177.391546, 180.602448, 186.484010, 190.916310, 983.569884]]
### 16
fourier: [[86.412860, 87.267854, 90.581428, 92.284367, 476.500177], [112.142760, 113.509078, 117.691562, 120.036660, 621.849372], [122.091268, 124.154601, 128.246761, 131.195827, 697.025911], [271.214802, 276.606640, 285.216504, 292.217011, 1499.125080], [63.708139, 64.777726, 66.865947, 68.438372, 372.192034], [117.179650, 119.782746, 123.289644, 126.518932, 654.273418], [131.995745, 134.397554, 138.703240, 142.006554, 749.832295], [162.707859, 165.865584, 171.131176, 175.306279, 921.503469], [52.232099, 53.995351, 55.105108, 56.846888, 246.108890], [131.663039, 133.287896, 138.077843, 140.967948, 730.990666], [67.194133, 68.421187, 70.558980, 72.192386, 367.415992], [148.148341, 150.638417, 155.626940, 159.191718, 820.417840], [48.417225, 48.588962, 50.748743, 51.291901, 313.597252], [110.861399, 111.543813, 116.104448, 118.013778, 623.017039], [148.344576, 151.296891, 155.865011, 159.756549, 811.425427]]
### 18
fourier: [[113.718681, 116.952138, 119.833539, 123.325127, 605.116264]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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"network.18.bias": [
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}
## Activation Signature
### 0
fourier: [[17.522359, 17.654237, 18.580849, 19.545475, 107.340587], [21.634278, 23.531392, 25.798887, 29.029466, 35.316480], [14.360764, 14.681519, 15.195354, 16.324255, 50.374998], [14.428828, 15.689705, 16.077675, 17.419695, 23.715019], [19.554728, 20.354309, 20.623909, 21.850269, 93.828057], [16.025069, 17.457144, 18.129002, 23.017297, 48.548936], [15.688368, 16.604045, 18.700932, 20.218384, 67.062836], [14.616574, 14.652228, 15.390598, 17.634222, 26.616614], [16.169451, 16.379273, 17.953199, 22.369540, 58.098314], [19.816783, 24.060318, 24.577737, 26.592117, 29.529257], [26.470338, 30.618312, 31.339822, 34.739249, 210.974076], [15.554653, 15.830575, 17.960479, 21.158329, 49.742560], [25.212592, 26.828226, 32.255714, 36.716694, 77.237992], [25.175189, 26.343547, 26.413284, 26.664106, 186.205440], [24.252831, 26.432490, 26.639207, 27.613275, 93.600989]]
### 2
fourier: [[13.741583, 14.261873, 15.057311, 20.776887, 43.079102], [13.418162, 13.610558, 14.709147, 15.104319, 17.578694], [7.602522, 7.693331, 7.797662, 8.463860, 9.060713], [25.457692, 29.125658, 31.944317, 36.179038, 123.456380], [7.253933, 8.115702, 9.725618, 11.407159, 84.190988], [19.775521, 20.065394, 23.546325, 23.983775, 122.118500], [12.152699, 12.339307, 12.959134, 15.914397, 37.794324], [9.306777, 10.021450, 10.691924, 10.873770, 96.374515], [15.220584, 15.919525, 17.104275, 17.148899, 131.155516], [21.092080, 21.418944, 21.746525, 22.438817, 129.961347], [30.925987, 32.109512, 33.671148, 33.828635, 162.183571], [12.092480, 13.629200, 15.165233, 18.514840, 133.593339], [28.168467, 28.718059, 30.647121, 38.877399, 165.845982], [23.135117, 23.258077, 24.900930, 25.809580, 127.612911], [21.641237, 22.760493, 23.332614, 24.630190, 97.525982]]
### 4
fourier: [[26.485960, 27.003500, 27.066720, 27.434443, 80.860627], [45.646834, 50.052721, 51.642101, 52.042176, 247.817749], [21.139251, 23.620399, 25.093494, 25.634121, 127.731481], [32.538371, 34.249578, 35.186797, 36.287616, 176.918602], [4.916170, 5.216999, 5.447593, 5.741361, 33.226936], [49.748554, 50.784581, 53.197081, 54.744570, 280.120758], [25.061858, 25.230677, 27.734148, 29.108859, 137.705654], [33.775276, 34.903212, 35.100127, 35.320504, 193.440239], [4.840982, 5.292205, 5.796969, 6.350881, 44.005518], [30.223127, 32.219560, 34.884950, 36.577324, 174.415886], [10.414400, 10.416251, 11.560961, 12.133008, 74.393712], [3.035220, 3.091391, 3.200984, 3.332248, 23.246061], [6.091276, 7.924516, 8.014723, 8.224931, 69.599324], [45.351156, 48.955940, 52.795216, 54.981624, 267.969094], [18.479137, 18.526997, 19.126464, 19.516459, 126.704626]]
### 6
fourier: [[61.197530, 61.758807, 64.011003, 64.802203, 360.025328], [35.866400, 36.136136, 37.960891, 39.715205, 167.119045], [57.086584, 58.508613, 60.038371, 61.793208, 343.698801], [48.993844, 50.858921, 53.028477, 53.103335, 272.577309], [86.788683, 89.161478, 91.344290, 93.423852, 486.477696], [37.165091, 39.241336, 42.057400, 42.685902, 251.003208], [11.022859, 11.786770, 12.202421, 12.291559, 80.335478], [59.458221, 61.962293, 62.731244, 65.049202, 358.705701], [42.994240, 43.301718, 44.943620, 45.061125, 232.165006], [22.522450, 23.455368, 24.301874, 25.367051, 139.388052], [37.750430, 38.453760, 41.137312, 42.875581, 233.295476], [45.371260, 45.394922, 46.755487, 46.809807, 257.626372], [91.349507, 93.062045, 96.052225, 98.795563, 497.413512], [29.891443, 31.086345, 33.348442, 35.078941, 177.360882], [41.270882, 42.015099, 43.963219, 44.933801, 222.776904]]
### 8
fourier: [[146.030370, 149.068959, 153.487807, 157.223579, 823.002139], [31.058102, 31.729213, 33.043372, 33.197323, 179.095141], [9.071464, 9.103408, 9.912298, 10.333980, 66.815490], [12.196043, 12.780412, 13.619270, 13.863331, 70.652109], [54.646783, 54.854372, 57.344173, 57.842266, 309.186193], [3.789075, 3.912096, 3.928151, 4.043663, 34.418891], [37.052390, 37.725976, 39.509065, 39.901210, 236.842389], [70.053675, 70.727515, 73.535488, 75.199102, 400.752068], [60.361463, 61.133581, 64.070328, 64.862587, 330.362154], [58.963344, 59.558929, 62.289411, 63.692919, 342.274091], [40.501407, 42.457246, 42.498434, 43.952801, 214.759361], [56.942091, 58.663149, 60.269938, 62.173442, 333.333891], [56.507814, 58.119533, 58.876569, 60.054601, 287.899326], [111.115785, 113.337692, 116.506520, 119.137394, 621.236987], [177.262165, 179.148110, 186.121302, 189.962011, 1020.186415]]
### 10
fourier: [[75.410237, 77.491108, 79.372571, 81.896349, 430.524416], [166.990171, 169.124842, 175.237192, 178.788973, 947.841803], [97.897056, 100.790264, 103.145046, 106.442715, 560.371212], [81.970306, 82.572629, 85.964742, 87.606169, 469.669183], [113.945653, 115.119329, 119.679546, 122.184391, 651.444308], [150.681015, 154.097353, 158.535511, 162.972055, 845.882215], [126.263358, 128.843694, 132.705917, 136.027053, 714.556032], [53.040320, 53.502012, 55.983219, 56.444425, 308.884792], [21.501366, 22.849960, 23.059188, 24.149497, 138.457124], [114.982761, 117.348855, 120.918095, 124.161709, 653.053780], [3.662975, 3.723586, 3.785351, 3.855266, 45.212043], [144.631337, 148.193637, 152.107256, 156.430646, 833.746090], [68.136431, 69.362812, 71.563226, 73.207451, 387.643751], [27.347947, 27.845064, 28.802892, 28.994907, 185.708109], [3.232068, 3.348335, 3.494037, 3.577393, 40.160085]]
### 12
fourier: [[64.010901, 64.544457, 67.137156, 68.301468, 346.955593], [152.055810, 155.279860, 159.902742, 164.065575, 874.770939], [103.073573, 105.321594, 108.450155, 111.375839, 568.710554], [184.068750, 187.982691, 193.618954, 198.708502, 1044.093101], [227.893652, 232.554614, 239.630352, 245.714693, 1295.905677], [271.118833, 276.650589, 285.186181, 292.501295, 1537.277871], [134.484917, 136.427260, 141.273782, 144.381429, 771.359856], [128.589844, 130.536048, 135.118448, 138.083386, 733.747282], [19.161155, 20.006176, 20.371896, 20.746511, 150.885372], [60.658059, 61.909470, 63.849728, 65.551073, 352.668821], [52.362990, 53.636415, 55.101094, 56.683719, 312.864712], [10.982505, 11.538672, 11.978437, 12.552416, 57.961261], [25.035630, 25.420507, 26.234243, 26.739312, 154.640848], [68.441437, 70.035972, 72.049225, 73.942974, 425.161892], [39.933740, 40.485415, 41.933775, 42.859296, 228.978894]]
### 14
fourier: [[176.766301, 179.509296, 185.739814, 189.884624, 1001.912774], [60.467835, 61.756690, 63.591504, 65.220100, 294.945209], [124.537249, 127.268954, 131.021896, 134.528667, 678.536501], [155.584530, 158.225997, 163.527814, 167.302032, 883.992796], [172.889561, 177.033287, 181.988104, 187.067619, 959.437461], [43.339212, 44.032774, 45.534875, 46.535998, 252.000215], [36.878098, 37.370113, 38.699910, 39.478622, 210.052578], [118.855559, 121.013939, 124.913640, 127.914994, 644.136179], [113.296639, 114.777012, 118.942025, 121.379278, 678.410863], [155.562881, 158.761112, 163.612352, 167.788665, 857.094990], [164.208662, 167.539175, 172.695247, 177.090976, 909.602250], [187.906719, 191.913535, 197.686288, 202.870563, 1072.719308], [109.645839, 111.780033, 115.321841, 118.160993, 606.917978], [106.777466, 108.907844, 112.295645, 115.153143, 609.551496], [177.391546, 180.602448, 186.484010, 190.916310, 983.569884]]
### 16
fourier: [[86.412860, 87.267854, 90.581428, 92.284367, 476.500177], [112.142760, 113.509078, 117.691562, 120.036660, 621.849372], [122.091268, 124.154601, 128.246761, 131.195827, 697.025911], [271.214802, 276.606640, 285.216504, 292.217011, 1499.125080], [63.708139, 64.777726, 66.865947, 68.438372, 372.192034], [117.179650, 119.782746, 123.289644, 126.518932, 654.273418], [131.995745, 134.397554, 138.703240, 142.006554, 749.832295], [162.707859, 165.865584, 171.131176, 175.306279, 921.503469], [52.232099, 53.995351, 55.105108, 56.846888, 246.108890], [131.663039, 133.287896, 138.077843, 140.967948, 730.990666], [67.194133, 68.421187, 70.558980, 72.192386, 367.415992], [148.148341, 150.638417, 155.626940, 159.191718, 820.417840], [48.417225, 48.588962, 50.748743, 51.291901, 313.597252], [110.861399, 111.543813, 116.104448, 118.013778, 623.017039], [148.344576, 151.296891, 155.865011, 159.756549, 811.425427]]
### 18
fourier: [[113.718681, 116.952138, 119.833539, 123.325127, 605.116264]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"fourier": [16.169451368691938, 16.37927341032497, 17.953199381743254, 22.369539998602647, 58.09831444919109]}, "9": {"fourier": [19.816783433140646, 24.060318231387463, 24.577736800508927, 26.59211671624963, 29.529257022583103]}, "10": {"fourier": [26.470338202289636, 30.61831165804193, 31.33982243633257, 34.7392488173536, 210.9740761257708]}, "11": {"fourier": [15.554652834803322, 15.830575279383503, 17.960479256897564, 21.158329340961632, 49.74256020784378]}, "12": {"fourier": [25.212592171733313, 26.82822641961466, 32.25571418263655, 36.71669431422008, 77.23799207806587]}, "13": {"fourier": [25.175188583171487, 26.343546503097045, 26.413283831769114, 26.664106275749507, 186.20544028282166]}, "14": {"fourier": [24.25283138641117, 26.43249034037059, 26.639207321709677, 27.61327527146406, 93.60098853707314]}}, "layer_info": {"num_neurons": 15, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [13.741583452603809, 14.26187299999317, 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"network.18.bias": [0.131864]}}
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.705641508102417, "train_acc": 0.44, "val_loss": 0.6925729513168335, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6901413202285767, "train_acc": 0.56, "val_loss": 0.6863828301429749, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6840441823005676, "train_acc": 0.56, "val_loss": 0.6831483244895935, "val_acc": 0.56}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6759093403816223, "train_acc": 0.56, "val_loss": 0.6727997064590454, "val_acc": 0.56}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6521773040294647, "train_acc": 0.56, "val_loss": 0.6459298729896545, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.6571593582630157, "train_acc": 0.485, "val_loss": 0.5710392594337463, "val_acc": 0.56}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5789274573326111, "train_acc": 0.485, "val_loss": 0.5214073657989502, "val_acc": 0.56}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.5256252884864807, "train_acc": 0.485, "val_loss": 0.5142337679862976, "val_acc": 0.56}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.4967905133962631, "train_acc": 0.605, "val_loss": 0.5037714242935181, "val_acc": 0.8}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.46792376041412354, "train_acc": 0.87, "val_loss": 0.4801076650619507, "val_acc": 0.82}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.44609032571315765, "train_acc": 0.86, "val_loss": 0.4543628692626953, "val_acc": 0.82}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.43154530227184296, "train_acc": 0.875, "val_loss": 0.4081570506095886, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.39754413068294525, "train_acc": 0.89, "val_loss": 0.39388224482536316, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.3933290094137192, "train_acc": 0.865, "val_loss": 0.3760451376438141, "val_acc": 0.86}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.3385406881570816, "train_acc": 0.885, "val_loss": 0.3289656937122345, "val_acc": 0.9}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.6925729513168335, "final_val_loss": 0.6459298729896545, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.5710392594337463, "final_val_loss": 0.3289656937122345, "initial_val_acc": 0.56, "final_val_acc": 0.9, "best_val_acc": 0.9, "best_epoch": 11}, "improvement": 0.33999999999999997, "first_improvement_epoch": 4}}
|
9,956
|
{"target_pattern": "alternating", "degraded_accuracy": 0.58, "improved_accuracy": 0.9, "improvement": 0.32000000000000006, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2942, "learning_rate": 0.03945966438896365, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "alternating", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["alternating"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[17.825550, 18.464353, 18.528730, 18.789522, 25.040862], [16.290264, 17.800127, 18.527629, 19.186252, 90.876928], [22.055055, 22.648276, 23.699824, 25.277405, 105.998061], [23.451492, 24.924620, 26.625293, 34.559339, 166.019866], [26.628116, 27.762379, 31.110286, 34.549647, 130.213685], [19.782501, 20.505788, 22.786919, 23.838286, 135.634639], [26.248890, 26.517884, 28.361278, 29.169881, 31.201575], [13.330229, 13.479591, 18.013680, 18.503775, 60.900008], [13.574844, 15.763085, 17.141013, 18.345871, 102.879432], [29.001335, 29.693032, 34.771625, 38.896707, 279.910114], [37.054662, 37.134060, 44.768484, 52.318889, 52.523249], [40.202904, 44.372944, 47.611126, 50.320192, 118.125761], [26.574798, 29.237771, 29.774153, 32.929647, 167.145901], [14.853070, 16.830273, 18.596583, 19.218197, 20.564807], [17.553731, 18.248673, 19.814411, 21.152705, 146.027484]]
### 2
fourier: [[16.119170, 16.522590, 19.970097, 20.823060, 146.581023], [15.455341, 16.798848, 17.003911, 17.898435, 113.438193], [17.332299, 17.552431, 19.632613, 19.818143, 79.020706], [30.011536, 31.354955, 32.669812, 37.488933, 260.525230], [20.388494, 21.088902, 22.270832, 24.147740, 136.248406], [12.747062, 13.647798, 14.495032, 17.534046, 45.926514], [6.897665, 8.448191, 8.883977, 9.033650, 37.760438], [26.608460, 27.612397, 28.215026, 35.280812, 44.705490], [24.117981, 24.136389, 25.958848, 29.777202, 160.720972], [23.568749, 26.735133, 27.428282, 29.360106, 84.400966], [16.399842, 16.795572, 17.216093, 17.398022, 136.822286], [24.297787, 25.560691, 27.397009, 27.862671, 193.957542], [12.983823, 13.094080, 13.803953, 15.369343, 113.344630], [29.545934, 31.175086, 31.290500, 35.092970, 244.119319], [7.422031, 7.520062, 8.138443, 10.270018, 40.329407]]
### 4
fourier: [[23.300354, 26.501864, 27.255769, 28.944860, 111.607528], [13.482113, 15.604868, 15.709991, 16.890182, 59.867147], [14.084036, 14.119372, 14.509146, 16.477204, 34.242562], [15.791015, 17.651987, 18.738053, 19.763742, 139.877178], [4.152516, 4.446181, 4.516918, 4.703551, 48.930512], [20.552572, 20.856906, 20.987769, 24.476672, 103.654627], [15.290338, 16.236977, 16.421334, 17.287369, 141.402922], [26.471748, 26.763416, 27.038440, 31.401468, 164.042256], [11.826435, 14.158156, 15.620604, 16.159256, 17.733233], [28.720121, 31.917473, 33.440412, 35.274274, 159.282693], [19.402420, 20.953963, 21.174381, 23.936364, 194.928444], [18.099931, 19.447708, 20.803938, 21.049730, 83.848759], [4.066149, 4.094319, 4.872715, 5.606893, 50.048849], [21.384406, 21.587478, 21.706602, 24.105296, 170.743113], [5.298833, 5.382388, 5.656903, 8.074839, 43.912490]]
### 6
fourier: [[47.411895, 51.424187, 52.071585, 60.108110, 265.555583], [50.127080, 56.344123, 56.706325, 63.363528, 261.663267], [38.487662, 41.919149, 43.113497, 49.200576, 197.323869], [4.645839, 4.727057, 4.983459, 5.546638, 60.629660], [40.486853, 43.770317, 43.990288, 50.351420, 194.785768], [34.214055, 35.351355, 36.235177, 42.052898, 255.454128], [9.468584, 9.749618, 9.969586, 10.006468, 14.510973], [11.018197, 11.371703, 11.975715, 12.690466, 15.287151], [28.390919, 30.002455, 30.386406, 34.899080, 41.964594], [15.290814, 15.532907, 15.586357, 15.889443, 17.832519], [15.577926, 15.581306, 16.348630, 17.512737, 193.102977], [24.682006, 26.824572, 26.871838, 30.434238, 90.341080], [8.898632, 8.930019, 9.119142, 9.515022, 19.779387], [15.154804, 15.172274, 15.737488, 19.226031, 136.382353], [35.652999, 37.912250, 38.335092, 45.484756, 142.321313]]
### 8
fourier: [[17.771948, 18.318989, 19.330500, 21.150476, 28.599715], [22.723198, 24.001283, 24.782701, 25.366237, 31.695255], [21.605932, 22.709536, 22.780271, 26.688520, 161.441407], [34.241056, 36.901997, 38.247010, 41.579869, 91.046653], [60.203356, 66.707275, 68.461062, 76.517186, 241.181694], [63.973851, 70.100926, 72.241019, 79.308574, 279.554708], [44.615411, 45.047413, 45.478270, 54.214262, 279.828049], [57.938956, 63.770839, 64.884725, 72.906580, 256.902738], [16.357822, 17.481762, 17.623417, 17.945946, 18.207017], [31.782134, 34.341641, 35.056304, 38.117589, 123.838995], [51.629200, 56.441256, 57.344756, 63.868460, 240.699322], [6.771045, 7.005180, 7.745018, 10.029229, 136.291023], [61.003047, 66.490221, 68.031081, 76.029549, 266.621484], [27.953462, 29.120098, 30.233433, 31.365623, 31.529173], [19.484878, 20.923392, 21.448560, 23.474273, 37.851933]]
### 10
fourier: [[36.753488, 40.420610, 41.501406, 46.475565, 140.499525], [58.985746, 62.563697, 65.845516, 66.995104, 106.543370], [68.410918, 73.026036, 76.161239, 80.270727, 128.625374], [103.878434, 112.208399, 116.791057, 126.279971, 380.244791], [60.043473, 64.662638, 68.080188, 69.056616, 105.194249], [64.444638, 69.331949, 72.642394, 75.584476, 156.873035], [55.407598, 59.998030, 62.475524, 65.511432, 132.155380], [30.114089, 30.390988, 32.124576, 38.927884, 253.294052], [58.925080, 63.049298, 66.038802, 69.232624, 122.187705], [41.870912, 45.023503, 46.960055, 48.376145, 60.744282], [45.924504, 46.095183, 48.898979, 50.952565, 51.611023], [7.623415, 7.671222, 7.874163, 8.711867, 20.474926], [58.382118, 63.221069, 66.386124, 69.557373, 148.514566], [51.371807, 55.503781, 57.595237, 60.993065, 133.642270], [64.259699, 70.268396, 73.165357, 79.863254, 239.433463]]
### 12
fourier: [[63.831077, 67.544894, 69.326313, 72.068830, 74.219578], [51.484915, 52.112730, 56.093886, 60.185918, 62.652230], [19.792644, 19.817691, 21.294038, 23.663620, 202.141080], [53.795163, 55.409941, 58.784745, 62.608587, 63.222468], [75.106226, 79.266405, 81.654153, 83.841815, 91.590357], [21.388860, 21.764219, 23.244259, 29.474274, 141.902233], [62.420156, 66.820202, 69.074209, 71.018185, 73.316234], [42.349493, 45.874599, 48.102710, 49.111102, 96.695071], [30.363779, 30.524506, 32.917695, 41.102737, 130.377435], [20.252589, 21.672759, 22.984701, 23.395908, 34.952443], [49.569127, 53.797239, 55.876527, 56.912298, 70.643157], [72.407695, 78.557601, 82.788875, 84.316752, 142.650761], [67.666870, 70.837558, 73.709528, 74.869281, 78.102928], [71.118022, 76.119589, 77.429166, 77.726514, 82.147230], [41.769907, 45.287721, 49.263664, 53.967512, 90.248589]]
### 14
fourier: [[44.899982, 48.697045, 48.870452, 49.067036, 51.964067], [60.733275, 66.333898, 71.290237, 75.239155, 112.337647], [59.567594, 64.865536, 69.655975, 72.833963, 96.801293], [33.773176, 35.388040, 38.489972, 45.649606, 121.772624], [73.403384, 80.131410, 86.262872, 92.843151, 146.115038], [69.698764, 75.922556, 81.627741, 85.946310, 113.812555], [40.844799, 42.597871, 46.297189, 55.467431, 131.798791], [55.416176, 56.721792, 59.785085, 63.992850, 64.153627], [73.353155, 74.748033, 79.577069, 85.369878, 86.599477], [86.950957, 94.239918, 102.141259, 116.657533, 254.096731], [66.460427, 68.286087, 72.471515, 77.598683, 78.945560], [71.532948, 77.997201, 84.399836, 94.325230, 191.310774], [50.476942, 51.942460, 53.749522, 69.328938, 247.132576], [36.866307, 37.480049, 39.967459, 50.337453, 133.871293], [76.469629, 80.350755, 87.454072, 102.879817, 253.269941]]
### 16
fourier: [[143.064898, 150.663725, 151.543990, 197.018703, 688.972741]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
alternating
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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0.187918,
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"network.16.weight": [
[
0.111674,
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0.283083,
0.262931,
-0.043031,
0.349171
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],
"network.16.bias": [
-0.045396
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}
## Activation Signature
### 0
fourier: [[17.825550, 18.464353, 18.528730, 18.789522, 25.040862], [16.290264, 17.800127, 18.527629, 19.186252, 90.876928], [22.055055, 22.648276, 23.699824, 25.277405, 105.998061], [23.451492, 24.924620, 26.625293, 34.559339, 166.019866], [26.628116, 27.762379, 31.110286, 34.549647, 130.213685], [19.782501, 20.505788, 22.786919, 23.838286, 135.634639], [26.248890, 26.517884, 28.361278, 29.169881, 31.201575], [13.330229, 13.479591, 18.013680, 18.503775, 60.900008], [13.574844, 15.763085, 17.141013, 18.345871, 102.879432], [29.001335, 29.693032, 34.771625, 38.896707, 279.910114], [37.054662, 37.134060, 44.768484, 52.318889, 52.523249], [40.202904, 44.372944, 47.611126, 50.320192, 118.125761], [26.574798, 29.237771, 29.774153, 32.929647, 167.145901], [14.853070, 16.830273, 18.596583, 19.218197, 20.564807], [17.553731, 18.248673, 19.814411, 21.152705, 146.027484]]
### 2
fourier: [[16.119170, 16.522590, 19.970097, 20.823060, 146.581023], [15.455341, 16.798848, 17.003911, 17.898435, 113.438193], [17.332299, 17.552431, 19.632613, 19.818143, 79.020706], [30.011536, 31.354955, 32.669812, 37.488933, 260.525230], [20.388494, 21.088902, 22.270832, 24.147740, 136.248406], [12.747062, 13.647798, 14.495032, 17.534046, 45.926514], [6.897665, 8.448191, 8.883977, 9.033650, 37.760438], [26.608460, 27.612397, 28.215026, 35.280812, 44.705490], [24.117981, 24.136389, 25.958848, 29.777202, 160.720972], [23.568749, 26.735133, 27.428282, 29.360106, 84.400966], [16.399842, 16.795572, 17.216093, 17.398022, 136.822286], [24.297787, 25.560691, 27.397009, 27.862671, 193.957542], [12.983823, 13.094080, 13.803953, 15.369343, 113.344630], [29.545934, 31.175086, 31.290500, 35.092970, 244.119319], [7.422031, 7.520062, 8.138443, 10.270018, 40.329407]]
### 4
fourier: [[23.300354, 26.501864, 27.255769, 28.944860, 111.607528], [13.482113, 15.604868, 15.709991, 16.890182, 59.867147], [14.084036, 14.119372, 14.509146, 16.477204, 34.242562], [15.791015, 17.651987, 18.738053, 19.763742, 139.877178], [4.152516, 4.446181, 4.516918, 4.703551, 48.930512], [20.552572, 20.856906, 20.987769, 24.476672, 103.654627], [15.290338, 16.236977, 16.421334, 17.287369, 141.402922], [26.471748, 26.763416, 27.038440, 31.401468, 164.042256], [11.826435, 14.158156, 15.620604, 16.159256, 17.733233], [28.720121, 31.917473, 33.440412, 35.274274, 159.282693], [19.402420, 20.953963, 21.174381, 23.936364, 194.928444], [18.099931, 19.447708, 20.803938, 21.049730, 83.848759], [4.066149, 4.094319, 4.872715, 5.606893, 50.048849], [21.384406, 21.587478, 21.706602, 24.105296, 170.743113], [5.298833, 5.382388, 5.656903, 8.074839, 43.912490]]
### 6
fourier: [[47.411895, 51.424187, 52.071585, 60.108110, 265.555583], [50.127080, 56.344123, 56.706325, 63.363528, 261.663267], [38.487662, 41.919149, 43.113497, 49.200576, 197.323869], [4.645839, 4.727057, 4.983459, 5.546638, 60.629660], [40.486853, 43.770317, 43.990288, 50.351420, 194.785768], [34.214055, 35.351355, 36.235177, 42.052898, 255.454128], [9.468584, 9.749618, 9.969586, 10.006468, 14.510973], [11.018197, 11.371703, 11.975715, 12.690466, 15.287151], [28.390919, 30.002455, 30.386406, 34.899080, 41.964594], [15.290814, 15.532907, 15.586357, 15.889443, 17.832519], [15.577926, 15.581306, 16.348630, 17.512737, 193.102977], [24.682006, 26.824572, 26.871838, 30.434238, 90.341080], [8.898632, 8.930019, 9.119142, 9.515022, 19.779387], [15.154804, 15.172274, 15.737488, 19.226031, 136.382353], [35.652999, 37.912250, 38.335092, 45.484756, 142.321313]]
### 8
fourier: [[17.771948, 18.318989, 19.330500, 21.150476, 28.599715], [22.723198, 24.001283, 24.782701, 25.366237, 31.695255], [21.605932, 22.709536, 22.780271, 26.688520, 161.441407], [34.241056, 36.901997, 38.247010, 41.579869, 91.046653], [60.203356, 66.707275, 68.461062, 76.517186, 241.181694], [63.973851, 70.100926, 72.241019, 79.308574, 279.554708], [44.615411, 45.047413, 45.478270, 54.214262, 279.828049], [57.938956, 63.770839, 64.884725, 72.906580, 256.902738], [16.357822, 17.481762, 17.623417, 17.945946, 18.207017], [31.782134, 34.341641, 35.056304, 38.117589, 123.838995], [51.629200, 56.441256, 57.344756, 63.868460, 240.699322], [6.771045, 7.005180, 7.745018, 10.029229, 136.291023], [61.003047, 66.490221, 68.031081, 76.029549, 266.621484], [27.953462, 29.120098, 30.233433, 31.365623, 31.529173], [19.484878, 20.923392, 21.448560, 23.474273, 37.851933]]
### 10
fourier: [[36.753488, 40.420610, 41.501406, 46.475565, 140.499525], [58.985746, 62.563697, 65.845516, 66.995104, 106.543370], [68.410918, 73.026036, 76.161239, 80.270727, 128.625374], [103.878434, 112.208399, 116.791057, 126.279971, 380.244791], [60.043473, 64.662638, 68.080188, 69.056616, 105.194249], [64.444638, 69.331949, 72.642394, 75.584476, 156.873035], [55.407598, 59.998030, 62.475524, 65.511432, 132.155380], [30.114089, 30.390988, 32.124576, 38.927884, 253.294052], [58.925080, 63.049298, 66.038802, 69.232624, 122.187705], [41.870912, 45.023503, 46.960055, 48.376145, 60.744282], [45.924504, 46.095183, 48.898979, 50.952565, 51.611023], [7.623415, 7.671222, 7.874163, 8.711867, 20.474926], [58.382118, 63.221069, 66.386124, 69.557373, 148.514566], [51.371807, 55.503781, 57.595237, 60.993065, 133.642270], [64.259699, 70.268396, 73.165357, 79.863254, 239.433463]]
### 12
fourier: [[63.831077, 67.544894, 69.326313, 72.068830, 74.219578], [51.484915, 52.112730, 56.093886, 60.185918, 62.652230], [19.792644, 19.817691, 21.294038, 23.663620, 202.141080], [53.795163, 55.409941, 58.784745, 62.608587, 63.222468], [75.106226, 79.266405, 81.654153, 83.841815, 91.590357], [21.388860, 21.764219, 23.244259, 29.474274, 141.902233], [62.420156, 66.820202, 69.074209, 71.018185, 73.316234], [42.349493, 45.874599, 48.102710, 49.111102, 96.695071], [30.363779, 30.524506, 32.917695, 41.102737, 130.377435], [20.252589, 21.672759, 22.984701, 23.395908, 34.952443], [49.569127, 53.797239, 55.876527, 56.912298, 70.643157], [72.407695, 78.557601, 82.788875, 84.316752, 142.650761], [67.666870, 70.837558, 73.709528, 74.869281, 78.102928], [71.118022, 76.119589, 77.429166, 77.726514, 82.147230], [41.769907, 45.287721, 49.263664, 53.967512, 90.248589]]
### 14
fourier: [[44.899982, 48.697045, 48.870452, 49.067036, 51.964067], [60.733275, 66.333898, 71.290237, 75.239155, 112.337647], [59.567594, 64.865536, 69.655975, 72.833963, 96.801293], [33.773176, 35.388040, 38.489972, 45.649606, 121.772624], [73.403384, 80.131410, 86.262872, 92.843151, 146.115038], [69.698764, 75.922556, 81.627741, 85.946310, 113.812555], [40.844799, 42.597871, 46.297189, 55.467431, 131.798791], [55.416176, 56.721792, 59.785085, 63.992850, 64.153627], [73.353155, 74.748033, 79.577069, 85.369878, 86.599477], [86.950957, 94.239918, 102.141259, 116.657533, 254.096731], [66.460427, 68.286087, 72.471515, 77.598683, 78.945560], [71.532948, 77.997201, 84.399836, 94.325230, 191.310774], [50.476942, 51.942460, 53.749522, 69.328938, 247.132576], [36.866307, 37.480049, 39.967459, 50.337453, 133.871293], [76.469629, 80.350755, 87.454072, 102.879817, 253.269941]]
### 16
fourier: [[143.064898, 150.663725, 151.543990, 197.018703, 688.972741]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
alternating
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6963235437870026, "train_acc": 0.465, "val_loss": 0.6873837113380432, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6854585707187653, "train_acc": 0.545, "val_loss": 0.672300398349762, "val_acc": 0.58}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6747303903102875, "train_acc": 0.545, "val_loss": 0.6232002377510071, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6590693295001984, "train_acc": 0.56, "val_loss": 0.42358073592185974, "val_acc": 0.86}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.4558311402797699, "train_acc": 0.755, "val_loss": 1.0587244033813477, "val_acc": 0.9}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.9921355992555618, "train_acc": 0.81, "val_loss": 0.7341216206550598, "val_acc": 0.66}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.7862100899219513, "train_acc": 0.56, "val_loss": 0.5934668183326721, "val_acc": 0.66}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["alternating"], "degraded_stage": {"initial_val_loss": 0.6873837113380432, "final_val_loss": 0.6232002377510071, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 0.42358073592185974, "final_val_loss": 0.5934668183326721, "initial_val_acc": 0.86, "final_val_acc": 0.66, "best_val_acc": 0.9, "best_epoch": 4}, "improvement": 0.32000000000000006, "first_improvement_epoch": 2}}
|
9,957
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.52, "improved_accuracy": 0.92, "improvement": 0.4, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7267, "learning_rate": 0.05619116236663899, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[43.674666, 46.212279, 47.293160, 55.044642, 58.107697], [34.784800, 34.961523, 44.737571, 53.037849, 122.487266], [45.951436, 53.209651, 63.145502, 63.640625, 266.290230], [41.685211, 44.485893, 44.796766, 49.113863, 97.130055], [35.000512, 37.123976, 43.427067, 45.302093, 64.080061], [23.902320, 23.964197, 24.218693, 28.201206, 135.525886], [43.945120, 47.334824, 54.391571, 57.697524, 116.516636], [27.262337, 29.485321, 30.262498, 32.092294, 38.033081], [34.581739, 34.926891, 43.105266, 44.058362, 306.534330], [27.120891, 27.455362, 31.613957, 32.860834, 110.530569], [20.153099, 20.207127, 20.892977, 22.759783, 203.375532]]
### 2
fourier: [[58.885250, 61.004147, 70.403704, 75.845677, 153.484553], [58.363706, 58.736067, 75.169618, 76.086765, 162.148351], [27.555194, 30.631819, 32.680896, 34.083304, 167.535159], [48.932954, 53.324502, 54.550758, 66.764777, 122.370379], [54.628473, 57.297904, 71.357815, 75.160532, 156.287101], [82.154907, 83.563996, 104.842435, 107.082523, 288.121909], [51.967763, 53.797424, 63.674155, 67.630659, 101.162151], [24.840537, 26.312895, 26.922982, 31.964324, 54.534062], [65.589315, 66.966980, 87.355578, 87.925719, 248.655317], [94.260817, 95.216883, 116.320962, 120.096348, 336.171915], [43.969592, 51.092646, 52.044423, 53.480516, 258.623326]]
### 4
fourier: [[108.958365, 109.523461, 140.023605, 144.251349, 379.046058], [128.646289, 130.015483, 169.372431, 170.174717, 446.693840], [133.588390, 136.939219, 176.002423, 180.731510, 549.263975], [46.524034, 48.429589, 55.859133, 62.116909, 102.427688], [69.445313, 69.768166, 90.450267, 90.497021, 221.383036], [99.678057, 101.924871, 132.795276, 132.992983, 360.352987], [11.932865, 13.388240, 13.770072, 13.820252, 80.864412], [77.629916, 89.411002, 101.163687, 116.275013, 475.219799], [73.918583, 82.407691, 97.825374, 108.057984, 382.698234], [11.556333, 13.452467, 13.988051, 15.463359, 69.033555], [35.826967, 37.776032, 39.072334, 39.397829, 50.821168]]
### 6
fourier: [[176.283506, 186.861286, 237.954020, 244.837586, 744.275895], [80.470606, 87.499600, 109.301520, 115.139860, 312.232543], [127.922986, 131.630186, 170.188672, 171.078249, 479.955563], [80.982163, 86.723178, 108.202031, 115.195474, 345.085772], [74.490729, 75.534662, 92.396362, 101.925260, 186.847730], [55.309611, 63.430509, 72.191392, 85.860443, 300.184045], [90.242071, 96.132266, 120.342002, 126.886113, 414.814509], [60.248978, 67.408245, 80.098747, 90.348379, 279.871791], [75.679658, 79.241133, 101.672415, 103.097566, 273.366449], [21.082601, 24.514942, 26.125392, 34.503236, 123.532654], [33.990687, 37.500639, 41.176337, 47.001513, 108.512966]]
### 8
fourier: [[135.052392, 141.367634, 182.054168, 182.939179, 509.762777], [55.825473, 62.440322, 73.247587, 84.494778, 299.061453], [61.324717, 67.650098, 83.168383, 89.098744, 304.328135], [154.219649, 166.402263, 209.759086, 216.701846, 682.125974], [174.589570, 185.518718, 233.070671, 245.345558, 831.095671], [121.166593, 127.473921, 163.578990, 165.156934, 472.585941], [12.459945, 12.602993, 12.807762, 15.440558, 17.507260], [176.030051, 184.535479, 235.982401, 240.699578, 688.655741], [75.503972, 82.543076, 102.349957, 108.557397, 336.117362], [121.044559, 130.384741, 163.449437, 171.233846, 551.621674], [210.945019, 222.905993, 285.091514, 289.248874, 867.797161]]
### 10
fourier: [[178.799639, 190.891067, 240.429862, 250.090641, 870.040504], [394.679950, 423.143168, 532.974534, 552.819844, 1735.967072], [316.064157, 337.176000, 426.314574, 440.237167, 1314.918985], [188.927299, 201.214257, 254.451835, 262.930038, 813.211241], [167.701083, 179.307205, 226.476626, 233.950402, 718.941109], [153.427030, 163.974101, 206.839121, 214.412119, 660.601940], [126.379271, 135.098400, 170.482529, 176.299469, 577.695485], [307.913902, 328.616108, 415.614742, 428.471107, 1342.830680], [34.680787, 37.833846, 47.023273, 49.861520, 159.941944], [11.657886, 11.693921, 14.820886, 15.647494, 30.951336], [117.562140, 127.317398, 159.101831, 166.403301, 557.676870]]
### 12
fourier: [[200.524375, 214.478273, 271.038397, 279.779561, 876.905853], [225.690013, 242.599946, 306.553102, 315.138406, 940.076114], [253.702841, 271.344360, 342.890064, 353.505739, 1067.859115], [283.140042, 302.745158, 383.038085, 393.929475, 1233.247477], [184.456250, 196.935092, 249.406399, 256.211314, 776.118857], [99.202215, 106.707603, 134.357119, 139.164575, 466.399796], [56.121878, 60.584344, 76.997003, 78.060519, 183.081114], [124.928534, 132.645951, 168.412927, 172.539207, 554.819309], [26.538486, 28.852933, 35.992551, 37.664782, 140.674534], [350.353894, 374.806809, 473.319540, 488.692304, 1477.042725], [361.638345, 386.354372, 488.160812, 503.912348, 1560.996382]]
### 14
fourier: [[232.103664, 249.243972, 315.098392, 323.453722, 972.730753], [70.005045, 77.022611, 97.220111, 98.457013, 273.200943], [86.222833, 93.668971, 118.281219, 120.971721, 349.708321], [3.569437, 3.806085, 4.189349, 4.793688, 31.931737], [282.422041, 303.690854, 384.215981, 393.626344, 1195.643466], [156.692479, 168.670527, 213.663924, 218.177467, 687.559165], [268.195885, 288.489738, 364.889494, 373.939354, 1137.318352], [193.494392, 207.401710, 262.656603, 268.894426, 815.109621], [264.514713, 283.318999, 357.880199, 369.255255, 1105.785757], [236.846948, 254.510824, 321.901210, 330.143193, 983.419366], [178.875194, 192.424579, 243.039514, 250.280019, 710.899434]]
### 16
fourier: [[138.556050, 145.695175, 183.292116, 193.169209, 661.275732], [220.960478, 235.399489, 297.407468, 307.487082, 944.158432], [295.611646, 318.242250, 402.806438, 411.664315, 1180.729599], [91.570263, 99.025480, 126.116333, 126.429026, 374.041976], [209.936568, 223.558999, 282.543369, 292.018037, 877.758630], [465.475246, 499.780364, 632.200630, 648.355347, 1952.043694], [113.730215, 118.265432, 149.205629, 157.279214, 586.416426], [99.349779, 107.307474, 135.884436, 138.368979, 370.238785], [17.273685, 17.930610, 22.535611, 23.943915, 109.129830], [45.507354, 49.791847, 62.705283, 63.599011, 145.501012], [314.211232, 339.262191, 429.932018, 437.131514, 1298.590351]]
### 18
fourier: [[304.199935, 325.996020, 413.624336, 421.341772, 1217.775205]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[43.674666, 46.212279, 47.293160, 55.044642, 58.107697], [34.784800, 34.961523, 44.737571, 53.037849, 122.487266], [45.951436, 53.209651, 63.145502, 63.640625, 266.290230], [41.685211, 44.485893, 44.796766, 49.113863, 97.130055], [35.000512, 37.123976, 43.427067, 45.302093, 64.080061], [23.902320, 23.964197, 24.218693, 28.201206, 135.525886], [43.945120, 47.334824, 54.391571, 57.697524, 116.516636], [27.262337, 29.485321, 30.262498, 32.092294, 38.033081], [34.581739, 34.926891, 43.105266, 44.058362, 306.534330], [27.120891, 27.455362, 31.613957, 32.860834, 110.530569], [20.153099, 20.207127, 20.892977, 22.759783, 203.375532]]
### 2
fourier: [[58.885250, 61.004147, 70.403704, 75.845677, 153.484553], [58.363706, 58.736067, 75.169618, 76.086765, 162.148351], [27.555194, 30.631819, 32.680896, 34.083304, 167.535159], [48.932954, 53.324502, 54.550758, 66.764777, 122.370379], [54.628473, 57.297904, 71.357815, 75.160532, 156.287101], [82.154907, 83.563996, 104.842435, 107.082523, 288.121909], [51.967763, 53.797424, 63.674155, 67.630659, 101.162151], [24.840537, 26.312895, 26.922982, 31.964324, 54.534062], [65.589315, 66.966980, 87.355578, 87.925719, 248.655317], [94.260817, 95.216883, 116.320962, 120.096348, 336.171915], [43.969592, 51.092646, 52.044423, 53.480516, 258.623326]]
### 4
fourier: [[108.958365, 109.523461, 140.023605, 144.251349, 379.046058], [128.646289, 130.015483, 169.372431, 170.174717, 446.693840], [133.588390, 136.939219, 176.002423, 180.731510, 549.263975], [46.524034, 48.429589, 55.859133, 62.116909, 102.427688], [69.445313, 69.768166, 90.450267, 90.497021, 221.383036], [99.678057, 101.924871, 132.795276, 132.992983, 360.352987], [11.932865, 13.388240, 13.770072, 13.820252, 80.864412], [77.629916, 89.411002, 101.163687, 116.275013, 475.219799], [73.918583, 82.407691, 97.825374, 108.057984, 382.698234], [11.556333, 13.452467, 13.988051, 15.463359, 69.033555], [35.826967, 37.776032, 39.072334, 39.397829, 50.821168]]
### 6
fourier: [[176.283506, 186.861286, 237.954020, 244.837586, 744.275895], [80.470606, 87.499600, 109.301520, 115.139860, 312.232543], [127.922986, 131.630186, 170.188672, 171.078249, 479.955563], [80.982163, 86.723178, 108.202031, 115.195474, 345.085772], [74.490729, 75.534662, 92.396362, 101.925260, 186.847730], [55.309611, 63.430509, 72.191392, 85.860443, 300.184045], [90.242071, 96.132266, 120.342002, 126.886113, 414.814509], [60.248978, 67.408245, 80.098747, 90.348379, 279.871791], [75.679658, 79.241133, 101.672415, 103.097566, 273.366449], [21.082601, 24.514942, 26.125392, 34.503236, 123.532654], [33.990687, 37.500639, 41.176337, 47.001513, 108.512966]]
### 8
fourier: [[135.052392, 141.367634, 182.054168, 182.939179, 509.762777], [55.825473, 62.440322, 73.247587, 84.494778, 299.061453], [61.324717, 67.650098, 83.168383, 89.098744, 304.328135], [154.219649, 166.402263, 209.759086, 216.701846, 682.125974], [174.589570, 185.518718, 233.070671, 245.345558, 831.095671], [121.166593, 127.473921, 163.578990, 165.156934, 472.585941], [12.459945, 12.602993, 12.807762, 15.440558, 17.507260], [176.030051, 184.535479, 235.982401, 240.699578, 688.655741], [75.503972, 82.543076, 102.349957, 108.557397, 336.117362], [121.044559, 130.384741, 163.449437, 171.233846, 551.621674], [210.945019, 222.905993, 285.091514, 289.248874, 867.797161]]
### 10
fourier: [[178.799639, 190.891067, 240.429862, 250.090641, 870.040504], [394.679950, 423.143168, 532.974534, 552.819844, 1735.967072], [316.064157, 337.176000, 426.314574, 440.237167, 1314.918985], [188.927299, 201.214257, 254.451835, 262.930038, 813.211241], [167.701083, 179.307205, 226.476626, 233.950402, 718.941109], [153.427030, 163.974101, 206.839121, 214.412119, 660.601940], [126.379271, 135.098400, 170.482529, 176.299469, 577.695485], [307.913902, 328.616108, 415.614742, 428.471107, 1342.830680], [34.680787, 37.833846, 47.023273, 49.861520, 159.941944], [11.657886, 11.693921, 14.820886, 15.647494, 30.951336], [117.562140, 127.317398, 159.101831, 166.403301, 557.676870]]
### 12
fourier: [[200.524375, 214.478273, 271.038397, 279.779561, 876.905853], [225.690013, 242.599946, 306.553102, 315.138406, 940.076114], [253.702841, 271.344360, 342.890064, 353.505739, 1067.859115], [283.140042, 302.745158, 383.038085, 393.929475, 1233.247477], [184.456250, 196.935092, 249.406399, 256.211314, 776.118857], [99.202215, 106.707603, 134.357119, 139.164575, 466.399796], [56.121878, 60.584344, 76.997003, 78.060519, 183.081114], [124.928534, 132.645951, 168.412927, 172.539207, 554.819309], [26.538486, 28.852933, 35.992551, 37.664782, 140.674534], [350.353894, 374.806809, 473.319540, 488.692304, 1477.042725], [361.638345, 386.354372, 488.160812, 503.912348, 1560.996382]]
### 14
fourier: [[232.103664, 249.243972, 315.098392, 323.453722, 972.730753], [70.005045, 77.022611, 97.220111, 98.457013, 273.200943], [86.222833, 93.668971, 118.281219, 120.971721, 349.708321], [3.569437, 3.806085, 4.189349, 4.793688, 31.931737], [282.422041, 303.690854, 384.215981, 393.626344, 1195.643466], [156.692479, 168.670527, 213.663924, 218.177467, 687.559165], [268.195885, 288.489738, 364.889494, 373.939354, 1137.318352], [193.494392, 207.401710, 262.656603, 268.894426, 815.109621], [264.514713, 283.318999, 357.880199, 369.255255, 1105.785757], [236.846948, 254.510824, 321.901210, 330.143193, 983.419366], [178.875194, 192.424579, 243.039514, 250.280019, 710.899434]]
### 16
fourier: [[138.556050, 145.695175, 183.292116, 193.169209, 661.275732], [220.960478, 235.399489, 297.407468, 307.487082, 944.158432], [295.611646, 318.242250, 402.806438, 411.664315, 1180.729599], [91.570263, 99.025480, 126.116333, 126.429026, 374.041976], [209.936568, 223.558999, 282.543369, 292.018037, 877.758630], [465.475246, 499.780364, 632.200630, 648.355347, 1952.043694], [113.730215, 118.265432, 149.205629, 157.279214, 586.416426], [99.349779, 107.307474, 135.884436, 138.368979, 370.238785], [17.273685, 17.930610, 22.535611, 23.943915, 109.129830], [45.507354, 49.791847, 62.705283, 63.599011, 145.501012], [314.211232, 339.262191, 429.932018, 437.131514, 1298.590351]]
### 18
fourier: [[304.199935, 325.996020, 413.624336, 421.341772, 1217.775205]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7025342583656311, "train_acc": 0.46, "val_loss": 0.6983476281166077, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6827037334442139, "train_acc": 0.56, "val_loss": 0.660584568977356, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6231012344360352, "train_acc": 0.495, "val_loss": 0.5720540881156921, "val_acc": 0.78}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6002891361713409, "train_acc": 0.735, "val_loss": 0.5240353941917419, "val_acc": 0.72}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.514949768781662, "train_acc": 0.77, "val_loss": 0.5349486470222473, "val_acc": 0.72}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.4496074318885803, "train_acc": 0.805, "val_loss": 0.4689162075519562, "val_acc": 0.76}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.3663569688796997, "train_acc": 0.835, "val_loss": 0.3745139241218567, "val_acc": 0.84}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.3270982354879379, "train_acc": 0.865, "val_loss": 0.3006647229194641, "val_acc": 0.88}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.32770365476608276, "train_acc": 0.87, "val_loss": 0.27647286653518677, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.3391748070716858, "train_acc": 0.87, "val_loss": 0.268273264169693, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.32430434226989746, "train_acc": 0.87, "val_loss": 0.24722227454185486, "val_acc": 0.92}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.3026437759399414, "train_acc": 0.88, "val_loss": 0.22786234319210052, "val_acc": 0.92}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.6983476281166077, "final_val_loss": 0.660584568977356, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5720540881156921, "final_val_loss": 0.22786234319210052, "initial_val_acc": 0.78, "final_val_acc": 0.92, "best_val_acc": 0.92, "best_epoch": 10}, "improvement": 0.4, "first_improvement_epoch": 1}}
|
9,958
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.5, "improved_accuracy": 0.86, "improvement": 0.36, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 7070, "learning_rate": 0.09853813901210967, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[32.302487, 32.546112, 38.676787, 41.504267, 47.478948], [17.149208, 18.512770, 19.598900, 23.081566, 179.900248], [41.859130, 46.187482, 46.769272, 55.937939, 449.315339], [35.622233, 36.389575, 39.713758, 47.130398, 336.146874], [9.767839, 10.489984, 11.753804, 12.265193, 94.289454], [38.711503, 39.022310, 41.676161, 46.526214, 331.760066], [36.725644, 38.890808, 43.100475, 47.665541, 265.031685], [42.965871, 52.445301, 56.891772, 57.642759, 287.192221], [27.146721, 28.880175, 30.132576, 30.668056, 242.973304], [26.634418, 28.138990, 29.908581, 34.869766, 150.482184], [37.087621, 37.994261, 40.404789, 44.814682, 54.997547], [23.063433, 23.121722, 23.484700, 24.866280, 213.994124], [32.756879, 33.785951, 35.158266, 37.584744, 245.156794], [24.786570, 27.480596, 29.678900, 30.944736, 38.687583]]
### 2
fourier: [[16.258414, 16.386979, 19.086761, 19.419589, 158.878812], [26.261783, 26.918130, 28.416595, 28.642799, 174.107378], [46.564821, 50.071942, 50.356617, 52.947163, 264.427018], [68.318966, 69.666089, 71.647483, 72.610698, 391.289526], [29.772557, 30.257408, 30.307897, 31.411214, 200.085694], [22.132600, 23.190124, 23.279882, 24.205161, 146.226478], [44.629797, 45.898368, 49.215725, 49.476696, 278.093267], [22.948394, 25.191004, 25.649722, 27.249174, 153.016747], [6.298154, 6.824428, 7.555308, 8.131740, 81.416678], [33.078311, 34.213887, 34.320401, 35.995183, 215.159245], [32.985573, 35.335027, 36.672415, 38.868671, 165.892315], [59.560932, 65.469745, 65.770019, 71.023039, 275.961959], [47.320750, 52.730383, 52.808555, 58.277385, 216.784623], [15.509749, 17.019737, 17.464429, 17.539369, 119.823392]]
### 4
fourier: [[42.369377, 46.921060, 47.126984, 51.348995, 235.047064], [13.156862, 14.605697, 14.662851, 16.035493, 90.179528], [69.426580, 76.632190, 77.016946, 83.498186, 364.950596], [12.462937, 13.896397, 13.938495, 15.345697, 97.626524], [45.541841, 50.391594, 50.621022, 55.085082, 244.337405], [50.362968, 55.687380, 55.948376, 60.817977, 236.046229], [16.729121, 18.537529, 18.616700, 20.303199, 116.304676], [62.661835, 69.335240, 69.650813, 75.793938, 290.285422], [29.389566, 32.462435, 32.621125, 35.403710, 136.703297], [37.690275, 41.652596, 41.852092, 45.457797, 242.234625], [35.237209, 38.758295, 38.978331, 42.034315, 109.174787], [40.643177, 45.106649, 45.285558, 49.504619, 247.957323], [16.402184, 18.196223, 18.269827, 19.959840, 26.630410], [11.204884, 12.373761, 12.434757, 13.491029, 91.243047]]
### 6
fourier: [[25.019069, 27.423447, 27.644580, 30.131884, 138.902345], [8.828167, 9.236363, 9.418878, 10.381165, 56.877489], [3.643034, 4.320268, 4.709936, 4.774630, 36.118376], [40.513637, 44.461969, 45.632376, 49.105539, 240.190044], [5.712431, 5.974253, 6.462205, 6.917384, 53.083191], [17.894062, 19.657683, 19.817539, 21.516629, 90.050877], [46.812192, 50.512469, 52.229812, 56.018740, 159.573260], [7.498527, 8.821502, 8.854512, 9.340930, 17.814383], [80.499364, 86.665635, 89.761452, 96.316124, 353.935072], [25.752877, 28.314930, 29.466419, 31.376453, 143.308067], [30.621454, 33.391916, 34.193537, 37.000683, 179.141226], [68.203574, 74.804783, 75.867048, 82.318798, 392.349975], [14.632721, 15.435685, 16.302242, 17.372718, 104.515850], [12.163871, 13.182942, 13.312104, 14.535153, 66.981776]]
### 8
fourier: [[0.442303, 0.455117, 0.495336, 0.538056, 17.239664], [6.340904, 7.297295, 7.746228, 8.145609, 8.693197], [37.163175, 40.992556, 41.573065, 44.862452, 117.265720], [56.522879, 61.044543, 63.002638, 67.653989, 238.545052], [21.160111, 23.692328, 23.945685, 25.726409, 78.222672], [30.361634, 33.565159, 33.952159, 36.614864, 117.820996], [47.575365, 50.111893, 53.009040, 56.461781, 188.285118], [30.480826, 33.888740, 34.122293, 36.940955, 101.139526], [71.523419, 76.786520, 79.801687, 85.446961, 296.062912], [20.583390, 22.008181, 22.850927, 24.615418, 114.960709], [10.843848, 12.139264, 12.505283, 13.305170, 70.376497], [11.348243, 12.507115, 13.409300, 13.884863, 109.464156], [6.527404, 7.231065, 7.572889, 8.044983, 64.330977], [12.387074, 13.811406, 13.861122, 14.992065, 67.962675]]
### 10
fourier: [[58.982905, 66.816159, 67.748526, 72.522922, 266.022476], [15.111040, 16.845182, 17.136921, 18.421404, 106.493063], [9.739539, 10.952919, 11.345615, 11.993953, 53.367718], [33.636899, 37.766168, 39.237410, 41.378097, 120.711938], [93.107743, 105.039796, 106.917651, 114.354440, 449.018704], [15.028890, 16.841701, 17.329773, 18.422648, 97.181796], [154.702094, 174.557572, 177.523757, 190.001741, 664.745375], [50.723466, 57.352383, 58.139798, 62.343636, 258.948024], [74.189344, 83.839302, 85.284920, 91.260845, 343.427295], [31.229345, 34.760926, 36.482566, 38.354401, 162.503376], [22.388074, 24.893204, 25.636297, 27.368555, 118.728625], [9.423995, 10.299125, 10.827633, 11.495752, 54.809635], [57.699437, 65.161108, 65.980994, 70.841693, 263.533487], [45.288198, 50.975739, 52.206345, 55.673313, 225.615920]]
### 12
fourier: [[28.747120, 32.454225, 33.228236, 35.408258, 92.927463], [66.049928, 74.452897, 76.486179, 81.339380, 327.722900], [10.124113, 11.537952, 11.551229, 12.478096, 47.341273], [84.670334, 95.659081, 97.780816, 104.298317, 400.734293], [26.834009, 30.444175, 30.819377, 33.066980, 132.926795], [73.911308, 83.386589, 85.501912, 91.030409, 300.394305], [40.926296, 46.310675, 47.169437, 50.421795, 183.702726], [26.857363, 30.126524, 31.269994, 33.050509, 149.938774], [23.234369, 26.402109, 26.625513, 28.633918, 128.508395], [101.388087, 114.600083, 117.018950, 124.897786, 499.124295], [24.184280, 27.381846, 27.852595, 29.796968, 107.747804], [1.268752, 1.398454, 1.469873, 1.560052, 17.587861], [26.388306, 29.706383, 30.604234, 32.491027, 140.239849], [90.841152, 102.445227, 105.137498, 111.875894, 373.119555]]
### 14
fourier: [[15.307382, 17.130545, 17.928652, 18.859152, 81.422700], [25.456746, 28.570936, 29.749158, 31.368590, 129.595107], [27.591358, 31.135417, 32.123234, 34.007806, 152.084201], [56.107363, 62.965916, 65.568566, 69.136536, 235.213985], [82.908925, 92.997897, 96.919556, 102.158533, 323.205986], [53.748170, 60.423165, 62.749160, 66.237437, 252.123653], [64.419653, 72.415362, 75.201302, 79.387212, 283.030878], [32.708527, 36.780702, 38.178045, 40.309370, 159.165415], [37.334354, 41.871240, 43.635580, 46.000769, 163.677013], [61.235149, 68.725316, 71.580931, 75.458028, 273.683131], [49.844428, 55.813170, 58.327527, 61.409216, 218.084801], [102.700990, 115.248500, 120.034084, 126.550778, 413.584489], [10.626426, 11.887617, 12.423169, 13.088975, 56.525903], [88.126573, 99.182876, 102.813234, 108.611425, 393.809413]]
### 16
fourier: [[84.141779, 93.890063, 98.788829, 103.591196, 308.550700]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[32.302487, 32.546112, 38.676787, 41.504267, 47.478948], [17.149208, 18.512770, 19.598900, 23.081566, 179.900248], [41.859130, 46.187482, 46.769272, 55.937939, 449.315339], [35.622233, 36.389575, 39.713758, 47.130398, 336.146874], [9.767839, 10.489984, 11.753804, 12.265193, 94.289454], [38.711503, 39.022310, 41.676161, 46.526214, 331.760066], [36.725644, 38.890808, 43.100475, 47.665541, 265.031685], [42.965871, 52.445301, 56.891772, 57.642759, 287.192221], [27.146721, 28.880175, 30.132576, 30.668056, 242.973304], [26.634418, 28.138990, 29.908581, 34.869766, 150.482184], [37.087621, 37.994261, 40.404789, 44.814682, 54.997547], [23.063433, 23.121722, 23.484700, 24.866280, 213.994124], [32.756879, 33.785951, 35.158266, 37.584744, 245.156794], [24.786570, 27.480596, 29.678900, 30.944736, 38.687583]]
### 2
fourier: [[16.258414, 16.386979, 19.086761, 19.419589, 158.878812], [26.261783, 26.918130, 28.416595, 28.642799, 174.107378], [46.564821, 50.071942, 50.356617, 52.947163, 264.427018], [68.318966, 69.666089, 71.647483, 72.610698, 391.289526], [29.772557, 30.257408, 30.307897, 31.411214, 200.085694], [22.132600, 23.190124, 23.279882, 24.205161, 146.226478], [44.629797, 45.898368, 49.215725, 49.476696, 278.093267], [22.948394, 25.191004, 25.649722, 27.249174, 153.016747], [6.298154, 6.824428, 7.555308, 8.131740, 81.416678], [33.078311, 34.213887, 34.320401, 35.995183, 215.159245], [32.985573, 35.335027, 36.672415, 38.868671, 165.892315], [59.560932, 65.469745, 65.770019, 71.023039, 275.961959], [47.320750, 52.730383, 52.808555, 58.277385, 216.784623], [15.509749, 17.019737, 17.464429, 17.539369, 119.823392]]
### 4
fourier: [[42.369377, 46.921060, 47.126984, 51.348995, 235.047064], [13.156862, 14.605697, 14.662851, 16.035493, 90.179528], [69.426580, 76.632190, 77.016946, 83.498186, 364.950596], [12.462937, 13.896397, 13.938495, 15.345697, 97.626524], [45.541841, 50.391594, 50.621022, 55.085082, 244.337405], [50.362968, 55.687380, 55.948376, 60.817977, 236.046229], [16.729121, 18.537529, 18.616700, 20.303199, 116.304676], [62.661835, 69.335240, 69.650813, 75.793938, 290.285422], [29.389566, 32.462435, 32.621125, 35.403710, 136.703297], [37.690275, 41.652596, 41.852092, 45.457797, 242.234625], [35.237209, 38.758295, 38.978331, 42.034315, 109.174787], [40.643177, 45.106649, 45.285558, 49.504619, 247.957323], [16.402184, 18.196223, 18.269827, 19.959840, 26.630410], [11.204884, 12.373761, 12.434757, 13.491029, 91.243047]]
### 6
fourier: [[25.019069, 27.423447, 27.644580, 30.131884, 138.902345], [8.828167, 9.236363, 9.418878, 10.381165, 56.877489], [3.643034, 4.320268, 4.709936, 4.774630, 36.118376], [40.513637, 44.461969, 45.632376, 49.105539, 240.190044], [5.712431, 5.974253, 6.462205, 6.917384, 53.083191], [17.894062, 19.657683, 19.817539, 21.516629, 90.050877], [46.812192, 50.512469, 52.229812, 56.018740, 159.573260], [7.498527, 8.821502, 8.854512, 9.340930, 17.814383], [80.499364, 86.665635, 89.761452, 96.316124, 353.935072], [25.752877, 28.314930, 29.466419, 31.376453, 143.308067], [30.621454, 33.391916, 34.193537, 37.000683, 179.141226], [68.203574, 74.804783, 75.867048, 82.318798, 392.349975], [14.632721, 15.435685, 16.302242, 17.372718, 104.515850], [12.163871, 13.182942, 13.312104, 14.535153, 66.981776]]
### 8
fourier: [[0.442303, 0.455117, 0.495336, 0.538056, 17.239664], [6.340904, 7.297295, 7.746228, 8.145609, 8.693197], [37.163175, 40.992556, 41.573065, 44.862452, 117.265720], [56.522879, 61.044543, 63.002638, 67.653989, 238.545052], [21.160111, 23.692328, 23.945685, 25.726409, 78.222672], [30.361634, 33.565159, 33.952159, 36.614864, 117.820996], [47.575365, 50.111893, 53.009040, 56.461781, 188.285118], [30.480826, 33.888740, 34.122293, 36.940955, 101.139526], [71.523419, 76.786520, 79.801687, 85.446961, 296.062912], [20.583390, 22.008181, 22.850927, 24.615418, 114.960709], [10.843848, 12.139264, 12.505283, 13.305170, 70.376497], [11.348243, 12.507115, 13.409300, 13.884863, 109.464156], [6.527404, 7.231065, 7.572889, 8.044983, 64.330977], [12.387074, 13.811406, 13.861122, 14.992065, 67.962675]]
### 10
fourier: [[58.982905, 66.816159, 67.748526, 72.522922, 266.022476], [15.111040, 16.845182, 17.136921, 18.421404, 106.493063], [9.739539, 10.952919, 11.345615, 11.993953, 53.367718], [33.636899, 37.766168, 39.237410, 41.378097, 120.711938], [93.107743, 105.039796, 106.917651, 114.354440, 449.018704], [15.028890, 16.841701, 17.329773, 18.422648, 97.181796], [154.702094, 174.557572, 177.523757, 190.001741, 664.745375], [50.723466, 57.352383, 58.139798, 62.343636, 258.948024], [74.189344, 83.839302, 85.284920, 91.260845, 343.427295], [31.229345, 34.760926, 36.482566, 38.354401, 162.503376], [22.388074, 24.893204, 25.636297, 27.368555, 118.728625], [9.423995, 10.299125, 10.827633, 11.495752, 54.809635], [57.699437, 65.161108, 65.980994, 70.841693, 263.533487], [45.288198, 50.975739, 52.206345, 55.673313, 225.615920]]
### 12
fourier: [[28.747120, 32.454225, 33.228236, 35.408258, 92.927463], [66.049928, 74.452897, 76.486179, 81.339380, 327.722900], [10.124113, 11.537952, 11.551229, 12.478096, 47.341273], [84.670334, 95.659081, 97.780816, 104.298317, 400.734293], [26.834009, 30.444175, 30.819377, 33.066980, 132.926795], [73.911308, 83.386589, 85.501912, 91.030409, 300.394305], [40.926296, 46.310675, 47.169437, 50.421795, 183.702726], [26.857363, 30.126524, 31.269994, 33.050509, 149.938774], [23.234369, 26.402109, 26.625513, 28.633918, 128.508395], [101.388087, 114.600083, 117.018950, 124.897786, 499.124295], [24.184280, 27.381846, 27.852595, 29.796968, 107.747804], [1.268752, 1.398454, 1.469873, 1.560052, 17.587861], [26.388306, 29.706383, 30.604234, 32.491027, 140.239849], [90.841152, 102.445227, 105.137498, 111.875894, 373.119555]]
### 14
fourier: [[15.307382, 17.130545, 17.928652, 18.859152, 81.422700], [25.456746, 28.570936, 29.749158, 31.368590, 129.595107], [27.591358, 31.135417, 32.123234, 34.007806, 152.084201], [56.107363, 62.965916, 65.568566, 69.136536, 235.213985], [82.908925, 92.997897, 96.919556, 102.158533, 323.205986], [53.748170, 60.423165, 62.749160, 66.237437, 252.123653], [64.419653, 72.415362, 75.201302, 79.387212, 283.030878], [32.708527, 36.780702, 38.178045, 40.309370, 159.165415], [37.334354, 41.871240, 43.635580, 46.000769, 163.677013], [61.235149, 68.725316, 71.580931, 75.458028, 273.683131], [49.844428, 55.813170, 58.327527, 61.409216, 218.084801], [102.700990, 115.248500, 120.034084, 126.550778, 413.584489], [10.626426, 11.887617, 12.423169, 13.088975, 56.525903], [88.126573, 99.182876, 102.813234, 108.611425, 393.809413]]
### 16
fourier: [[84.141779, 93.890063, 98.788829, 103.591196, 308.550700]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6953799426555634, "train_acc": 0.505, "val_loss": 2.0074944496154785, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 1.2199699878692627, "train_acc": 0.565, "val_loss": 0.6932318806648254, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7137669920921326, "train_acc": 0.47, "val_loss": 0.6940377950668335, "val_acc": 0.5}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.69340580701828, "train_acc": 0.5, "val_loss": 0.6940505504608154, "val_acc": 0.5}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6950966417789459, "train_acc": 0.5, "val_loss": 0.6945907473564148, "val_acc": 0.5}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6928948163986206, "train_acc": 0.5, "val_loss": 0.6817364692687988, "val_acc": 0.5}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6591934561729431, "train_acc": 0.525, "val_loss": 0.609457790851593, "val_acc": 0.5}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5685218274593353, "train_acc": 0.555, "val_loss": 0.49752557277679443, "val_acc": 0.78}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.47469018399715424, "train_acc": 0.8, "val_loss": 0.4093531668186188, "val_acc": 0.86}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.36692214012145996, "train_acc": 0.875, "val_loss": 0.9756156206130981, "val_acc": 0.66}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.7800763249397278, "train_acc": 0.695, "val_loss": 0.6096498966217041, "val_acc": 0.66}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.60682213306427, "train_acc": 0.655, "val_loss": 0.7184196710586548, "val_acc": 0.56}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 2.0074944496154785, "final_val_loss": 0.6932318806648254, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.6940377950668335, "final_val_loss": 0.7184196710586548, "initial_val_acc": 0.5, "final_val_acc": 0.56, "best_val_acc": 0.86, "best_epoch": 8}, "improvement": 0.36, "first_improvement_epoch": 1}}
|
9,959
|
{"target_pattern": "sorted_ascending", "degraded_accuracy": 0.72, "improved_accuracy": 0.9, "improvement": 0.18000000000000005, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6999, "learning_rate": 0.04920504838739966, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_ascending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_ascending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[34.663306, 37.913447, 39.261047, 42.038383, 171.343539], [29.441757, 31.347585, 32.585473, 32.798100, 241.082153], [19.650736, 20.630669, 21.278534, 21.372494, 136.631314], [41.059131, 42.664075, 45.262075, 47.323736, 355.359619], [38.249444, 38.346338, 43.727120, 48.353893, 295.344737], [39.630146, 47.654882, 50.955248, 51.494632, 182.364511], [23.561144, 24.860336, 26.157683, 29.046756, 38.201645], [26.464383, 29.107592, 29.547797, 30.491029, 33.535613], [29.473460, 30.046302, 38.333029, 39.116373, 52.083769], [40.348793, 41.645174, 43.819143, 49.603921, 49.768358], [34.975408, 38.570531, 43.029618, 47.838777, 284.338422], [6.571540, 6.728914, 6.954586, 7.507848, 8.347132], [32.242368, 35.024266, 37.365423, 39.552622, 145.040964], [32.229329, 32.918201, 35.202144, 38.038143, 321.183557], [39.519601, 44.730045, 47.096623, 48.304276, 182.016340]]
### 2
fourier: [[7.531314, 7.853818, 8.215958, 8.262583, 20.623816], [38.876643, 39.661464, 42.758568, 44.385310, 207.037491], [66.220872, 68.715495, 71.521279, 77.361279, 318.585716], [69.628100, 72.843080, 74.400214, 76.705379, 399.848827], [48.217435, 49.360054, 54.669639, 54.874969, 326.115555], [14.886382, 15.142050, 15.525693, 19.716980, 59.691819], [24.042336, 25.876369, 28.374333, 28.827754, 158.901079], [58.431709, 61.454275, 62.689102, 68.788593, 275.669124], [53.747921, 56.587021, 56.978424, 62.200453, 259.110889], [65.416469, 66.836105, 68.202427, 75.761596, 249.730551], [45.600801, 46.817175, 50.150815, 52.059961, 246.393062], [62.417912, 63.348510, 67.457379, 70.583404, 271.204185], [58.946305, 62.210989, 62.816703, 63.164326, 300.990295], [70.094440, 70.869205, 73.838268, 79.665737, 346.487402], [64.109721, 66.666652, 69.346066, 72.506731, 284.429123]]
### 4
fourier: [[71.205167, 74.708830, 77.092608, 81.241695, 332.399367], [64.271455, 66.521704, 67.351121, 69.563759, 322.831417], [102.576537, 104.594443, 104.777644, 112.890746, 464.894584], [69.808624, 70.654162, 72.248478, 77.386528, 307.625309], [36.527913, 36.920522, 38.691233, 41.900069, 188.688379], [90.283995, 96.759592, 98.392500, 105.482437, 528.717863], [124.711602, 129.819320, 131.272801, 138.294506, 626.496563], [60.427136, 60.553921, 67.053275, 71.403907, 309.569479], [50.629701, 51.578706, 54.580788, 56.322682, 193.025266], [13.131188, 15.877507, 15.946553, 17.606168, 56.249572], [47.355022, 47.946762, 50.990077, 55.631164, 224.278194], [58.836739, 59.990297, 60.816299, 66.882272, 244.390546], [53.162666, 55.186118, 56.906344, 59.611083, 285.987260], [88.685493, 89.286412, 89.916410, 95.641999, 412.285598], [61.951746, 66.237779, 69.741413, 73.143758, 310.697718]]
### 6
fourier: [[166.907900, 175.672606, 176.968784, 185.281164, 819.125382], [145.670190, 154.436051, 155.088374, 162.308197, 741.041440], [93.470549, 97.771717, 99.503158, 105.636056, 467.260746], [51.104201, 54.099107, 54.592964, 58.109552, 233.288926], [43.293257, 44.812766, 46.065234, 47.770013, 210.726666], [147.072732, 153.892601, 155.241961, 165.888892, 725.647752], [57.712841, 58.607747, 59.466621, 63.303700, 296.655956], [154.346722, 161.952280, 162.079832, 171.364966, 781.283287], [45.883849, 50.487760, 50.569522, 50.905357, 229.053132], [148.777212, 156.697481, 156.771530, 165.024485, 703.899128], [19.152638, 20.111971, 20.314698, 20.831546, 78.731812], [125.260708, 131.413466, 131.514328, 140.371982, 628.685309], [21.404388, 22.092143, 23.009982, 24.489573, 99.975670], [30.310183, 31.391026, 31.975115, 35.534682, 151.436726], [128.589607, 136.318244, 136.336924, 143.171908, 652.669334]]
### 8
fourier: [[127.524294, 137.818893, 137.847719, 139.399058, 618.182594], [94.157467, 99.473867, 99.849255, 108.222709, 471.513825], [95.590842, 99.328300, 99.929321, 108.704553, 495.104021], [311.418440, 332.002694, 332.157917, 345.161895, 1616.171554], [103.127763, 108.550997, 109.119652, 115.287622, 535.083063], [23.428016, 23.470669, 24.900891, 26.039907, 99.173148], [348.314495, 368.043973, 368.396074, 390.778071, 1780.970351], [307.597948, 324.133168, 325.102206, 344.431575, 1557.223894], [376.748907, 396.757913, 397.016419, 421.395054, 1914.807481], [12.096912, 12.267918, 12.340739, 12.986033, 42.064374], [270.821187, 285.603037, 285.608853, 303.736561, 1366.553898], [195.862614, 206.225890, 207.114095, 221.039348, 984.892005], [35.462332, 35.466530, 35.924310, 40.094338, 175.132833], [193.728789, 204.328455, 204.571086, 217.430939, 937.333904], [171.451344, 181.561388, 181.911516, 191.609307, 859.358232]]
### 10
fourier: [[16.295653, 16.369736, 16.725577, 18.885112, 72.564230], [479.588221, 508.576282, 511.942161, 536.586685, 2494.584833], [528.255544, 562.823200, 566.396643, 589.278836, 2678.446315], [352.555942, 375.580279, 378.071992, 392.221081, 1784.002739], [355.773510, 381.268601, 383.792777, 394.181792, 1834.564202], [107.264576, 114.164197, 115.021015, 121.633250, 586.177568], [251.721200, 267.881271, 269.795971, 282.058356, 1304.465492], [460.118184, 490.284068, 492.081327, 512.585681, 2313.177080], [413.587383, 439.470297, 441.635278, 462.116171, 2096.857447], [57.660808, 59.243019, 59.558622, 65.731470, 307.088756], [483.590697, 512.355510, 515.488638, 542.057894, 2506.587285], [213.542634, 229.140041, 230.344325, 235.860653, 1101.643123], [184.345005, 194.586438, 195.897254, 207.740651, 943.194715], [380.642978, 402.728029, 404.789939, 427.199586, 1980.122231], [75.995740, 80.213551, 81.445202, 85.006139, 405.822493]]
### 12
fourier: [[49.198732, 53.707265, 54.734450, 55.095765, 264.872046], [323.900232, 341.398987, 343.433703, 361.988939, 1674.347100], [322.589231, 343.267876, 345.735700, 360.522283, 1685.385678], [658.512129, 699.425648, 705.379904, 734.377506, 3457.846156], [71.649928, 73.661477, 74.272718, 80.439075, 394.504471], [216.464863, 232.038611, 234.267091, 241.256378, 1135.245303], [808.805598, 860.336991, 866.746244, 904.189820, 4237.420399], [336.432741, 355.536158, 357.005008, 378.741029, 1729.398554], [308.407782, 327.951193, 331.084795, 342.002530, 1607.673492], [213.471949, 223.063824, 223.729722, 238.612693, 1087.781450], [340.371980, 361.064053, 364.371485, 379.800845, 1821.916875], [74.688463, 75.267002, 75.294260, 84.594448, 373.233444], [37.874345, 39.337443, 39.575951, 40.864198, 162.304729], [305.526068, 325.279956, 328.306818, 338.526233, 1577.350272], [287.537786, 304.341670, 305.597771, 324.084444, 1493.864174]]
### 14
fourier: [[215.075291, 231.034033, 233.907432, 239.223258, 1135.312157], [9.272837, 10.031627, 10.716548, 12.424436, 43.072998], [213.343593, 222.686575, 223.651182, 239.268282, 1123.850027], [15.357215, 15.442037, 18.992754, 20.209013, 88.204856], [216.309243, 225.963344, 226.595525, 243.792189, 1118.033808], [714.243515, 759.848708, 766.303649, 797.910799, 3787.252480], [880.260034, 934.981357, 942.125854, 983.845488, 4629.790889], [258.092500, 272.730463, 274.788601, 288.825764, 1355.805174], [189.538599, 202.429153, 204.026889, 212.079914, 1017.781324], [376.678681, 399.680110, 402.979407, 420.830422, 1987.802431], [177.152204, 191.297598, 193.375666, 196.241114, 938.801224], [188.065988, 197.363761, 198.354664, 211.061680, 993.689726], [107.897461, 117.411680, 119.355069, 119.537590, 565.419242], [202.693110, 209.528907, 209.552331, 228.203277, 1041.104966], [586.699763, 623.665795, 628.536509, 655.799821, 3095.875661]]
### 16
fourier: [[842.456455, 893.189324, 899.790777, 942.057963, 4421.064386]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_ascending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[34.663306, 37.913447, 39.261047, 42.038383, 171.343539], [29.441757, 31.347585, 32.585473, 32.798100, 241.082153], [19.650736, 20.630669, 21.278534, 21.372494, 136.631314], [41.059131, 42.664075, 45.262075, 47.323736, 355.359619], [38.249444, 38.346338, 43.727120, 48.353893, 295.344737], [39.630146, 47.654882, 50.955248, 51.494632, 182.364511], [23.561144, 24.860336, 26.157683, 29.046756, 38.201645], [26.464383, 29.107592, 29.547797, 30.491029, 33.535613], [29.473460, 30.046302, 38.333029, 39.116373, 52.083769], [40.348793, 41.645174, 43.819143, 49.603921, 49.768358], [34.975408, 38.570531, 43.029618, 47.838777, 284.338422], [6.571540, 6.728914, 6.954586, 7.507848, 8.347132], [32.242368, 35.024266, 37.365423, 39.552622, 145.040964], [32.229329, 32.918201, 35.202144, 38.038143, 321.183557], [39.519601, 44.730045, 47.096623, 48.304276, 182.016340]]
### 2
fourier: [[7.531314, 7.853818, 8.215958, 8.262583, 20.623816], [38.876643, 39.661464, 42.758568, 44.385310, 207.037491], [66.220872, 68.715495, 71.521279, 77.361279, 318.585716], [69.628100, 72.843080, 74.400214, 76.705379, 399.848827], [48.217435, 49.360054, 54.669639, 54.874969, 326.115555], [14.886382, 15.142050, 15.525693, 19.716980, 59.691819], [24.042336, 25.876369, 28.374333, 28.827754, 158.901079], [58.431709, 61.454275, 62.689102, 68.788593, 275.669124], [53.747921, 56.587021, 56.978424, 62.200453, 259.110889], [65.416469, 66.836105, 68.202427, 75.761596, 249.730551], [45.600801, 46.817175, 50.150815, 52.059961, 246.393062], [62.417912, 63.348510, 67.457379, 70.583404, 271.204185], [58.946305, 62.210989, 62.816703, 63.164326, 300.990295], [70.094440, 70.869205, 73.838268, 79.665737, 346.487402], [64.109721, 66.666652, 69.346066, 72.506731, 284.429123]]
### 4
fourier: [[71.205167, 74.708830, 77.092608, 81.241695, 332.399367], [64.271455, 66.521704, 67.351121, 69.563759, 322.831417], [102.576537, 104.594443, 104.777644, 112.890746, 464.894584], [69.808624, 70.654162, 72.248478, 77.386528, 307.625309], [36.527913, 36.920522, 38.691233, 41.900069, 188.688379], [90.283995, 96.759592, 98.392500, 105.482437, 528.717863], [124.711602, 129.819320, 131.272801, 138.294506, 626.496563], [60.427136, 60.553921, 67.053275, 71.403907, 309.569479], [50.629701, 51.578706, 54.580788, 56.322682, 193.025266], [13.131188, 15.877507, 15.946553, 17.606168, 56.249572], [47.355022, 47.946762, 50.990077, 55.631164, 224.278194], [58.836739, 59.990297, 60.816299, 66.882272, 244.390546], [53.162666, 55.186118, 56.906344, 59.611083, 285.987260], [88.685493, 89.286412, 89.916410, 95.641999, 412.285598], [61.951746, 66.237779, 69.741413, 73.143758, 310.697718]]
### 6
fourier: [[166.907900, 175.672606, 176.968784, 185.281164, 819.125382], [145.670190, 154.436051, 155.088374, 162.308197, 741.041440], [93.470549, 97.771717, 99.503158, 105.636056, 467.260746], [51.104201, 54.099107, 54.592964, 58.109552, 233.288926], [43.293257, 44.812766, 46.065234, 47.770013, 210.726666], [147.072732, 153.892601, 155.241961, 165.888892, 725.647752], [57.712841, 58.607747, 59.466621, 63.303700, 296.655956], [154.346722, 161.952280, 162.079832, 171.364966, 781.283287], [45.883849, 50.487760, 50.569522, 50.905357, 229.053132], [148.777212, 156.697481, 156.771530, 165.024485, 703.899128], [19.152638, 20.111971, 20.314698, 20.831546, 78.731812], [125.260708, 131.413466, 131.514328, 140.371982, 628.685309], [21.404388, 22.092143, 23.009982, 24.489573, 99.975670], [30.310183, 31.391026, 31.975115, 35.534682, 151.436726], [128.589607, 136.318244, 136.336924, 143.171908, 652.669334]]
### 8
fourier: [[127.524294, 137.818893, 137.847719, 139.399058, 618.182594], [94.157467, 99.473867, 99.849255, 108.222709, 471.513825], [95.590842, 99.328300, 99.929321, 108.704553, 495.104021], [311.418440, 332.002694, 332.157917, 345.161895, 1616.171554], [103.127763, 108.550997, 109.119652, 115.287622, 535.083063], [23.428016, 23.470669, 24.900891, 26.039907, 99.173148], [348.314495, 368.043973, 368.396074, 390.778071, 1780.970351], [307.597948, 324.133168, 325.102206, 344.431575, 1557.223894], [376.748907, 396.757913, 397.016419, 421.395054, 1914.807481], [12.096912, 12.267918, 12.340739, 12.986033, 42.064374], [270.821187, 285.603037, 285.608853, 303.736561, 1366.553898], [195.862614, 206.225890, 207.114095, 221.039348, 984.892005], [35.462332, 35.466530, 35.924310, 40.094338, 175.132833], [193.728789, 204.328455, 204.571086, 217.430939, 937.333904], [171.451344, 181.561388, 181.911516, 191.609307, 859.358232]]
### 10
fourier: [[16.295653, 16.369736, 16.725577, 18.885112, 72.564230], [479.588221, 508.576282, 511.942161, 536.586685, 2494.584833], [528.255544, 562.823200, 566.396643, 589.278836, 2678.446315], [352.555942, 375.580279, 378.071992, 392.221081, 1784.002739], [355.773510, 381.268601, 383.792777, 394.181792, 1834.564202], [107.264576, 114.164197, 115.021015, 121.633250, 586.177568], [251.721200, 267.881271, 269.795971, 282.058356, 1304.465492], [460.118184, 490.284068, 492.081327, 512.585681, 2313.177080], [413.587383, 439.470297, 441.635278, 462.116171, 2096.857447], [57.660808, 59.243019, 59.558622, 65.731470, 307.088756], [483.590697, 512.355510, 515.488638, 542.057894, 2506.587285], [213.542634, 229.140041, 230.344325, 235.860653, 1101.643123], [184.345005, 194.586438, 195.897254, 207.740651, 943.194715], [380.642978, 402.728029, 404.789939, 427.199586, 1980.122231], [75.995740, 80.213551, 81.445202, 85.006139, 405.822493]]
### 12
fourier: [[49.198732, 53.707265, 54.734450, 55.095765, 264.872046], [323.900232, 341.398987, 343.433703, 361.988939, 1674.347100], [322.589231, 343.267876, 345.735700, 360.522283, 1685.385678], [658.512129, 699.425648, 705.379904, 734.377506, 3457.846156], [71.649928, 73.661477, 74.272718, 80.439075, 394.504471], [216.464863, 232.038611, 234.267091, 241.256378, 1135.245303], [808.805598, 860.336991, 866.746244, 904.189820, 4237.420399], [336.432741, 355.536158, 357.005008, 378.741029, 1729.398554], [308.407782, 327.951193, 331.084795, 342.002530, 1607.673492], [213.471949, 223.063824, 223.729722, 238.612693, 1087.781450], [340.371980, 361.064053, 364.371485, 379.800845, 1821.916875], [74.688463, 75.267002, 75.294260, 84.594448, 373.233444], [37.874345, 39.337443, 39.575951, 40.864198, 162.304729], [305.526068, 325.279956, 328.306818, 338.526233, 1577.350272], [287.537786, 304.341670, 305.597771, 324.084444, 1493.864174]]
### 14
fourier: [[215.075291, 231.034033, 233.907432, 239.223258, 1135.312157], [9.272837, 10.031627, 10.716548, 12.424436, 43.072998], [213.343593, 222.686575, 223.651182, 239.268282, 1123.850027], [15.357215, 15.442037, 18.992754, 20.209013, 88.204856], [216.309243, 225.963344, 226.595525, 243.792189, 1118.033808], [714.243515, 759.848708, 766.303649, 797.910799, 3787.252480], [880.260034, 934.981357, 942.125854, 983.845488, 4629.790889], [258.092500, 272.730463, 274.788601, 288.825764, 1355.805174], [189.538599, 202.429153, 204.026889, 212.079914, 1017.781324], [376.678681, 399.680110, 402.979407, 420.830422, 1987.802431], [177.152204, 191.297598, 193.375666, 196.241114, 938.801224], [188.065988, 197.363761, 198.354664, 211.061680, 993.689726], [107.897461, 117.411680, 119.355069, 119.537590, 565.419242], [202.693110, 209.528907, 209.552331, 228.203277, 1041.104966], [586.699763, 623.665795, 628.536509, 655.799821, 3095.875661]]
### 16
fourier: [[842.456455, 893.189324, 899.790777, 942.057963, 4421.064386]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_ascending
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7059684097766876, "train_acc": 0.515, "val_loss": 0.6350839734077454, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.5802581608295441, "train_acc": 0.555, "val_loss": 0.44730865955352783, "val_acc": 0.72}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.5735341310501099, "train_acc": 0.615, "val_loss": 0.650084376335144, "val_acc": 0.56}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6220043003559113, "train_acc": 0.635, "val_loss": 0.6065400838851929, "val_acc": 0.62}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5732816457748413, "train_acc": 0.695, "val_loss": 0.4531388580799103, "val_acc": 0.72}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.4162416458129883, "train_acc": 0.775, "val_loss": 0.3054589033126831, "val_acc": 0.82}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.25526703149080276, "train_acc": 0.88, "val_loss": 0.43696099519729614, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.41960881650447845, "train_acc": 0.92, "val_loss": 0.34476882219314575, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.32090550661087036, "train_acc": 0.905, "val_loss": 0.36691951751708984, "val_acc": 0.84}], "summary": {"total_epochs": 9, "degraded_epochs": 2, "improved_epochs": 7, "patterns": ["sorted_ascending"], "degraded_stage": {"initial_val_loss": 0.6350839734077454, "final_val_loss": 0.44730865955352783, "initial_val_acc": 0.56, "final_val_acc": 0.72, "best_val_acc": 0.72}, "improved_stage": {"initial_val_loss": 0.650084376335144, "final_val_loss": 0.36691951751708984, "initial_val_acc": 0.56, "final_val_acc": 0.84, "best_val_acc": 0.9, "best_epoch": 7}, "improvement": 0.18000000000000005, "first_improvement_epoch": 1}}
|
9,960
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.54, "improved_accuracy": 0.88, "improvement": 0.33999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7754, "learning_rate": 0.037911728557583436, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[18.734445, 19.076717, 23.375424, 24.740794, 85.349402], [16.900893, 17.473856, 18.079779, 20.302991, 75.928982], [20.610851, 20.611454, 21.155874, 21.664142, 24.613466], [14.655670, 18.809427, 19.022601, 20.700218, 29.320705], [19.503289, 21.228657, 25.296214, 33.537982, 48.670948], [25.911032, 28.057257, 28.777854, 28.846037, 31.574362], [18.253770, 18.785145, 19.117164, 21.978577, 92.327143], [23.371048, 23.529229, 23.578077, 28.084682, 80.569838], [17.267010, 17.303555, 18.073905, 18.587589, 26.097881], [26.852686, 27.672803, 30.592370, 33.481256, 156.842571], [17.379006, 18.603273, 18.684150, 21.231437, 62.795652], [19.203870, 19.424621, 20.219391, 22.725133, 100.984068], [21.530947, 21.697680, 22.144614, 26.624042, 33.804381], [16.133833, 16.296047, 16.835565, 18.665204, 70.845580], [18.237175, 18.564294, 19.267489, 22.675414, 63.829112]]
### 2
fourier: [[35.169073, 36.351147, 36.829535, 38.371320, 211.072242], [16.297822, 19.368217, 19.941331, 21.410302, 40.073542], [15.117857, 17.139616, 18.709110, 18.739366, 66.932259], [15.485727, 17.658383, 18.936663, 20.263032, 69.595947], [16.484642, 17.481417, 17.523151, 18.604078, 110.332973], [15.641634, 15.651071, 17.096864, 17.885071, 59.769992], [14.684256, 14.853294, 16.551834, 18.458631, 75.106703], [21.699852, 21.816140, 22.687141, 27.312404, 104.972636], [21.585169, 21.880259, 22.099379, 24.583501, 94.290482], [26.931461, 28.687120, 28.799809, 30.745165, 141.327070], [11.539527, 12.421938, 12.913463, 17.885833, 34.630360], [29.083261, 29.473963, 30.453182, 31.211657, 176.155089], [31.529298, 32.841137, 33.596983, 35.281496, 169.227099], [12.204841, 12.800594, 14.782653, 15.390291, 55.111578], [19.207803, 20.531802, 22.802160, 24.141647, 133.150523]]
### 4
fourier: [[40.144894, 44.549711, 46.138759, 46.632712, 168.585502], [8.811901, 9.901976, 9.910768, 10.287214, 39.501948], [48.860568, 49.991949, 50.927815, 52.317863, 256.976776], [36.159050, 37.377479, 39.036416, 39.978744, 252.084114], [7.846316, 8.817192, 9.017489, 9.181712, 22.163690], [14.087252, 14.323397, 14.786874, 15.255322, 125.588937], [56.725996, 58.762153, 59.118878, 62.032094, 324.903010], [38.106451, 38.558584, 39.875483, 39.976543, 194.298862], [16.206376, 18.817220, 19.160012, 20.270612, 69.227093], [38.451716, 38.699959, 39.289850, 40.448051, 216.402628], [55.009846, 55.080940, 56.293460, 57.463515, 286.762260], [9.444775, 9.473076, 10.668788, 12.236779, 74.401074], [21.401326, 24.213240, 24.827059, 25.370897, 90.212076], [16.793140, 20.574828, 20.703454, 21.763113, 75.726745], [8.969432, 9.909651, 10.155225, 10.945590, 40.098709]]
### 6
fourier: [[9.023543, 9.273596, 9.288244, 10.544340, 51.217702], [72.153690, 74.413454, 74.987150, 78.930498, 383.238523], [12.566215, 13.956675, 14.091918, 14.930904, 61.252561], [36.612240, 37.780893, 38.501822, 41.235227, 194.884280], [11.145937, 11.673606, 12.418383, 12.923241, 13.938647], [2.220723, 2.353770, 2.549555, 2.653169, 10.289459], [16.182708, 16.879266, 17.727898, 18.862455, 74.789295], [6.065386, 6.122202, 7.508403, 7.593996, 7.615139], [16.059496, 18.071195, 19.189307, 19.588280, 52.803362], [2.836716, 2.979178, 3.063616, 3.568078, 7.127462], [4.010007, 4.188117, 4.342751, 4.647228, 14.729671], [58.671833, 60.228256, 60.697652, 64.483610, 287.484569], [6.668231, 6.835495, 7.709414, 8.073823, 8.083252], [24.228681, 24.878761, 25.079044, 26.088285, 89.092000], [55.512101, 57.272832, 57.834558, 61.006846, 326.132409]]
### 8
fourier: [[51.726814, 54.908995, 55.612621, 58.351483, 325.090152], [7.001249, 7.467691, 8.486736, 8.646055, 22.083153], [60.726065, 63.647573, 65.058826, 70.184033, 310.491515], [61.744684, 62.521386, 64.759871, 69.512250, 313.455753], [5.034379, 5.246561, 5.786936, 5.852784, 17.561983], [17.812534, 18.022837, 18.536463, 19.672796, 86.944764], [71.658452, 74.517594, 75.760152, 81.625895, 345.498854], [44.850483, 47.999971, 48.568157, 52.269342, 208.845933], [90.456815, 93.539364, 95.805173, 103.062415, 454.022492], [76.928175, 82.601156, 82.824136, 89.888088, 399.529196], [37.081832, 39.234309, 39.672614, 42.708999, 171.883823], [16.141126, 16.635178, 18.380444, 19.173933, 34.231659], [19.277589, 19.711741, 22.213729, 22.579711, 55.104554], [11.102177, 11.609163, 11.765923, 12.359747, 37.118642], [35.382831, 37.911948, 39.045791, 41.355796, 135.021841]]
### 10
fourier: [[15.931884, 16.744858, 17.578094, 19.237048, 87.349963], [102.121571, 105.761015, 109.942574, 119.165947, 485.777698], [174.732477, 176.811616, 187.776321, 202.589972, 874.948466], [80.910487, 84.669888, 87.868492, 95.615322, 371.946074], [82.885695, 87.168787, 90.204955, 98.096726, 391.848261], [76.255994, 81.712221, 83.743216, 92.129457, 358.995212], [11.593544, 12.453546, 13.861789, 14.506283, 34.491296], [93.333484, 97.666164, 101.020650, 110.030639, 446.120965], [98.841782, 100.593359, 106.801565, 115.339494, 473.638604], [43.252848, 45.984819, 47.164603, 51.191941, 178.837377], [71.778003, 74.303042, 77.587370, 84.207834, 350.536480], [15.668640, 17.478572, 17.720907, 19.471393, 50.764556], [27.131394, 28.608707, 29.542375, 32.865938, 103.320772], [52.182211, 56.032553, 57.480467, 63.133052, 243.990250], [71.420177, 77.101690, 78.510432, 86.104704, 336.457689]]
### 12
fourier: [[233.859089, 234.657655, 256.412165, 274.785049, 1157.960211], [192.714378, 194.483471, 210.789765, 226.664824, 948.823587], [212.613979, 213.096817, 234.309115, 251.209510, 1035.924795], [37.910913, 40.861334, 44.402634, 47.099259, 162.460862], [68.565272, 70.808803, 75.376773, 81.915353, 319.919366], [177.129396, 181.445338, 194.801874, 210.386191, 867.575258], [230.746693, 235.113978, 256.191039, 273.211397, 1145.394491], [204.405232, 204.954153, 223.582185, 239.558088, 994.444921], [165.957432, 169.336228, 182.922414, 197.437544, 808.498749], [45.251511, 50.620979, 51.504929, 56.800169, 189.713914], [54.531132, 59.401428, 63.590526, 64.606653, 323.585949], [139.604458, 140.773194, 152.731046, 164.347571, 677.668049], [2.351653, 2.738298, 3.101417, 4.736209, 31.939447], [90.987450, 91.953411, 100.202416, 107.824216, 420.636386], [67.254157, 68.406676, 73.895962, 79.624633, 321.585015]]
### 14
fourier: [[184.406781, 185.934002, 202.432855, 217.539519, 907.965981], [33.303993, 33.383245, 40.866718, 42.509260, 133.719850], [37.061874, 38.393808, 40.473147, 44.069555, 174.304747], [250.437414, 253.447432, 278.158254, 296.900630, 1271.978474], [97.484358, 102.756955, 107.263877, 117.080175, 483.374409], [10.033077, 11.177235, 11.365229, 12.836400, 37.543701], [64.230644, 66.613662, 73.087657, 77.400104, 320.453401], [87.373593, 90.802840, 100.163223, 104.954777, 463.760619], [129.101121, 133.985853, 142.542131, 154.777937, 625.660860], [189.867029, 194.572700, 208.852573, 225.794804, 941.801988], [105.458330, 116.297615, 118.835776, 130.273725, 520.190744], [23.619525, 23.838245, 29.774862, 31.140770, 69.370779], [16.132055, 19.138682, 19.459329, 21.359934, 26.961473], [92.899334, 101.981890, 101.988050, 113.173011, 437.256590], [12.414708, 15.266526, 15.547840, 16.340162, 105.171696]]
### 16
fourier: [[122.243089, 125.268901, 134.121307, 144.963746, 598.824910], [69.317753, 77.204212, 78.987643, 86.672902, 347.938922], [42.568924, 43.846106, 47.002735, 50.713033, 211.872911], [121.992143, 125.377517, 134.749177, 145.839299, 626.604541], [61.548818, 63.034405, 69.982084, 74.313884, 322.335993], [2.341585, 2.663510, 2.699766, 2.706178, 5.274269], [49.300181, 53.606239, 58.785025, 62.015152, 224.105365], [81.525332, 90.825745, 91.090445, 101.784871, 406.829460], [106.568955, 109.881269, 117.537700, 127.464273, 518.161125], [10.420894, 11.269311, 13.618438, 15.508855, 20.275457], [167.986827, 175.193347, 185.351676, 201.664555, 850.242093], [113.855877, 115.139556, 125.551985, 134.171333, 571.236112], [75.759674, 76.203062, 83.932989, 89.624978, 366.498055], [69.183757, 72.134876, 76.386063, 83.176534, 322.813520], [87.525744, 90.461893, 97.484711, 105.670564, 439.259391]]
### 18
fourier: [[93.376270, 100.356540, 103.877859, 114.288766, 478.890198]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.734445, 19.076717, 23.375424, 24.740794, 85.349402], [16.900893, 17.473856, 18.079779, 20.302991, 75.928982], [20.610851, 20.611454, 21.155874, 21.664142, 24.613466], [14.655670, 18.809427, 19.022601, 20.700218, 29.320705], [19.503289, 21.228657, 25.296214, 33.537982, 48.670948], [25.911032, 28.057257, 28.777854, 28.846037, 31.574362], [18.253770, 18.785145, 19.117164, 21.978577, 92.327143], [23.371048, 23.529229, 23.578077, 28.084682, 80.569838], [17.267010, 17.303555, 18.073905, 18.587589, 26.097881], [26.852686, 27.672803, 30.592370, 33.481256, 156.842571], [17.379006, 18.603273, 18.684150, 21.231437, 62.795652], [19.203870, 19.424621, 20.219391, 22.725133, 100.984068], [21.530947, 21.697680, 22.144614, 26.624042, 33.804381], [16.133833, 16.296047, 16.835565, 18.665204, 70.845580], [18.237175, 18.564294, 19.267489, 22.675414, 63.829112]]
### 2
fourier: [[35.169073, 36.351147, 36.829535, 38.371320, 211.072242], [16.297822, 19.368217, 19.941331, 21.410302, 40.073542], [15.117857, 17.139616, 18.709110, 18.739366, 66.932259], [15.485727, 17.658383, 18.936663, 20.263032, 69.595947], [16.484642, 17.481417, 17.523151, 18.604078, 110.332973], [15.641634, 15.651071, 17.096864, 17.885071, 59.769992], [14.684256, 14.853294, 16.551834, 18.458631, 75.106703], [21.699852, 21.816140, 22.687141, 27.312404, 104.972636], [21.585169, 21.880259, 22.099379, 24.583501, 94.290482], [26.931461, 28.687120, 28.799809, 30.745165, 141.327070], [11.539527, 12.421938, 12.913463, 17.885833, 34.630360], [29.083261, 29.473963, 30.453182, 31.211657, 176.155089], [31.529298, 32.841137, 33.596983, 35.281496, 169.227099], [12.204841, 12.800594, 14.782653, 15.390291, 55.111578], [19.207803, 20.531802, 22.802160, 24.141647, 133.150523]]
### 4
fourier: [[40.144894, 44.549711, 46.138759, 46.632712, 168.585502], [8.811901, 9.901976, 9.910768, 10.287214, 39.501948], [48.860568, 49.991949, 50.927815, 52.317863, 256.976776], [36.159050, 37.377479, 39.036416, 39.978744, 252.084114], [7.846316, 8.817192, 9.017489, 9.181712, 22.163690], [14.087252, 14.323397, 14.786874, 15.255322, 125.588937], [56.725996, 58.762153, 59.118878, 62.032094, 324.903010], [38.106451, 38.558584, 39.875483, 39.976543, 194.298862], [16.206376, 18.817220, 19.160012, 20.270612, 69.227093], [38.451716, 38.699959, 39.289850, 40.448051, 216.402628], [55.009846, 55.080940, 56.293460, 57.463515, 286.762260], [9.444775, 9.473076, 10.668788, 12.236779, 74.401074], [21.401326, 24.213240, 24.827059, 25.370897, 90.212076], [16.793140, 20.574828, 20.703454, 21.763113, 75.726745], [8.969432, 9.909651, 10.155225, 10.945590, 40.098709]]
### 6
fourier: [[9.023543, 9.273596, 9.288244, 10.544340, 51.217702], [72.153690, 74.413454, 74.987150, 78.930498, 383.238523], [12.566215, 13.956675, 14.091918, 14.930904, 61.252561], [36.612240, 37.780893, 38.501822, 41.235227, 194.884280], [11.145937, 11.673606, 12.418383, 12.923241, 13.938647], [2.220723, 2.353770, 2.549555, 2.653169, 10.289459], [16.182708, 16.879266, 17.727898, 18.862455, 74.789295], [6.065386, 6.122202, 7.508403, 7.593996, 7.615139], [16.059496, 18.071195, 19.189307, 19.588280, 52.803362], [2.836716, 2.979178, 3.063616, 3.568078, 7.127462], [4.010007, 4.188117, 4.342751, 4.647228, 14.729671], [58.671833, 60.228256, 60.697652, 64.483610, 287.484569], [6.668231, 6.835495, 7.709414, 8.073823, 8.083252], [24.228681, 24.878761, 25.079044, 26.088285, 89.092000], [55.512101, 57.272832, 57.834558, 61.006846, 326.132409]]
### 8
fourier: [[51.726814, 54.908995, 55.612621, 58.351483, 325.090152], [7.001249, 7.467691, 8.486736, 8.646055, 22.083153], [60.726065, 63.647573, 65.058826, 70.184033, 310.491515], [61.744684, 62.521386, 64.759871, 69.512250, 313.455753], [5.034379, 5.246561, 5.786936, 5.852784, 17.561983], [17.812534, 18.022837, 18.536463, 19.672796, 86.944764], [71.658452, 74.517594, 75.760152, 81.625895, 345.498854], [44.850483, 47.999971, 48.568157, 52.269342, 208.845933], [90.456815, 93.539364, 95.805173, 103.062415, 454.022492], [76.928175, 82.601156, 82.824136, 89.888088, 399.529196], [37.081832, 39.234309, 39.672614, 42.708999, 171.883823], [16.141126, 16.635178, 18.380444, 19.173933, 34.231659], [19.277589, 19.711741, 22.213729, 22.579711, 55.104554], [11.102177, 11.609163, 11.765923, 12.359747, 37.118642], [35.382831, 37.911948, 39.045791, 41.355796, 135.021841]]
### 10
fourier: [[15.931884, 16.744858, 17.578094, 19.237048, 87.349963], [102.121571, 105.761015, 109.942574, 119.165947, 485.777698], [174.732477, 176.811616, 187.776321, 202.589972, 874.948466], [80.910487, 84.669888, 87.868492, 95.615322, 371.946074], [82.885695, 87.168787, 90.204955, 98.096726, 391.848261], [76.255994, 81.712221, 83.743216, 92.129457, 358.995212], [11.593544, 12.453546, 13.861789, 14.506283, 34.491296], [93.333484, 97.666164, 101.020650, 110.030639, 446.120965], [98.841782, 100.593359, 106.801565, 115.339494, 473.638604], [43.252848, 45.984819, 47.164603, 51.191941, 178.837377], [71.778003, 74.303042, 77.587370, 84.207834, 350.536480], [15.668640, 17.478572, 17.720907, 19.471393, 50.764556], [27.131394, 28.608707, 29.542375, 32.865938, 103.320772], [52.182211, 56.032553, 57.480467, 63.133052, 243.990250], [71.420177, 77.101690, 78.510432, 86.104704, 336.457689]]
### 12
fourier: [[233.859089, 234.657655, 256.412165, 274.785049, 1157.960211], [192.714378, 194.483471, 210.789765, 226.664824, 948.823587], [212.613979, 213.096817, 234.309115, 251.209510, 1035.924795], [37.910913, 40.861334, 44.402634, 47.099259, 162.460862], [68.565272, 70.808803, 75.376773, 81.915353, 319.919366], [177.129396, 181.445338, 194.801874, 210.386191, 867.575258], [230.746693, 235.113978, 256.191039, 273.211397, 1145.394491], [204.405232, 204.954153, 223.582185, 239.558088, 994.444921], [165.957432, 169.336228, 182.922414, 197.437544, 808.498749], [45.251511, 50.620979, 51.504929, 56.800169, 189.713914], [54.531132, 59.401428, 63.590526, 64.606653, 323.585949], [139.604458, 140.773194, 152.731046, 164.347571, 677.668049], [2.351653, 2.738298, 3.101417, 4.736209, 31.939447], [90.987450, 91.953411, 100.202416, 107.824216, 420.636386], [67.254157, 68.406676, 73.895962, 79.624633, 321.585015]]
### 14
fourier: [[184.406781, 185.934002, 202.432855, 217.539519, 907.965981], [33.303993, 33.383245, 40.866718, 42.509260, 133.719850], [37.061874, 38.393808, 40.473147, 44.069555, 174.304747], [250.437414, 253.447432, 278.158254, 296.900630, 1271.978474], [97.484358, 102.756955, 107.263877, 117.080175, 483.374409], [10.033077, 11.177235, 11.365229, 12.836400, 37.543701], [64.230644, 66.613662, 73.087657, 77.400104, 320.453401], [87.373593, 90.802840, 100.163223, 104.954777, 463.760619], [129.101121, 133.985853, 142.542131, 154.777937, 625.660860], [189.867029, 194.572700, 208.852573, 225.794804, 941.801988], [105.458330, 116.297615, 118.835776, 130.273725, 520.190744], [23.619525, 23.838245, 29.774862, 31.140770, 69.370779], [16.132055, 19.138682, 19.459329, 21.359934, 26.961473], [92.899334, 101.981890, 101.988050, 113.173011, 437.256590], [12.414708, 15.266526, 15.547840, 16.340162, 105.171696]]
### 16
fourier: [[122.243089, 125.268901, 134.121307, 144.963746, 598.824910], [69.317753, 77.204212, 78.987643, 86.672902, 347.938922], [42.568924, 43.846106, 47.002735, 50.713033, 211.872911], [121.992143, 125.377517, 134.749177, 145.839299, 626.604541], [61.548818, 63.034405, 69.982084, 74.313884, 322.335993], [2.341585, 2.663510, 2.699766, 2.706178, 5.274269], [49.300181, 53.606239, 58.785025, 62.015152, 224.105365], [81.525332, 90.825745, 91.090445, 101.784871, 406.829460], [106.568955, 109.881269, 117.537700, 127.464273, 518.161125], [10.420894, 11.269311, 13.618438, 15.508855, 20.275457], [167.986827, 175.193347, 185.351676, 201.664555, 850.242093], [113.855877, 115.139556, 125.551985, 134.171333, 571.236112], [75.759674, 76.203062, 83.932989, 89.624978, 366.498055], [69.183757, 72.134876, 76.386063, 83.176534, 322.813520], [87.525744, 90.461893, 97.484711, 105.670564, 439.259391]]
### 18
fourier: [[93.376270, 100.356540, 103.877859, 114.288766, 478.890198]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6955248117446899, "train_acc": 0.565, "val_loss": 0.6900849342346191, "val_acc": 0.54}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6870985627174377, "train_acc": 0.565, "val_loss": 0.6902568936347961, "val_acc": 0.54}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6815259456634521, "train_acc": 0.565, "val_loss": 0.6881097555160522, "val_acc": 0.54}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6783400475978851, "train_acc": 0.565, "val_loss": 0.6544080376625061, "val_acc": 0.54}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.5993908643722534, "train_acc": 0.585, "val_loss": 0.4998207092285156, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5317206084728241, "train_acc": 0.82, "val_loss": 0.3235240578651428, "val_acc": 0.88}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.31984591484069824, "train_acc": 0.9, "val_loss": 0.44021445512771606, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.34625618159770966, "train_acc": 0.845, "val_loss": 0.4287966787815094, "val_acc": 0.78}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.3367413580417633, "train_acc": 0.855, "val_loss": 0.3455459475517273, "val_acc": 0.84}], "summary": {"total_epochs": 9, "degraded_epochs": 4, "improved_epochs": 5, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6900849342346191, "final_val_loss": 0.6544080376625061, "initial_val_acc": 0.54, "final_val_acc": 0.54, "best_val_acc": 0.54}, "improved_stage": {"initial_val_loss": 0.4998207092285156, "final_val_loss": 0.3455459475517273, "initial_val_acc": 0.82, "final_val_acc": 0.84, "best_val_acc": 0.88, "best_epoch": 5}, "improvement": 0.33999999999999997, "first_improvement_epoch": 3}}
|
9,961
|
{"target_pattern": "sorted_descending", "degraded_accuracy": 0.38, "improved_accuracy": 0.64, "improvement": 0.26, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8185, "learning_rate": 0.07112303627252675, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_descending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_descending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.755036, 24.281608, 27.799926, 28.392244, 195.447846], [23.951222, 23.972184, 25.367806, 28.321754, 62.119797], [22.714868, 23.729308, 25.456566, 27.983863, 60.612090], [10.432318, 10.555053, 10.827528, 12.003486, 16.945077], [14.834922, 15.247720, 17.255374, 18.462693, 65.325565], [11.644933, 11.706068, 12.032084, 14.336324, 89.221395], [31.843005, 32.263174, 38.397763, 40.373063, 253.481927], [16.396938, 18.022499, 19.104979, 19.778828, 20.034354], [20.701886, 20.862885, 20.870342, 23.739893, 56.290126], [16.967045, 17.031099, 20.441134, 24.323751, 57.809458], [18.542841, 18.965169, 20.227858, 20.444378, 44.994945], [18.910177, 21.986991, 22.769254, 23.354477, 75.467826], [25.243491, 25.646449, 26.400654, 29.993777, 87.101768]]
### 2
fourier: [[10.758990, 10.782532, 11.479806, 11.854176, 67.346440], [11.407853, 12.800374, 13.810090, 18.272809, 69.842946], [16.251088, 18.144608, 18.188425, 20.404483, 164.467887], [10.773623, 10.774163, 11.786236, 15.174450, 66.311770], [17.787958, 18.739104, 19.472095, 19.531502, 91.784038], [10.329954, 10.535439, 10.561104, 11.867424, 27.429892], [11.952415, 12.372272, 12.964206, 13.419809, 17.700416], [10.608868, 11.187714, 11.466511, 12.074496, 80.388078], [17.416689, 18.298296, 18.996323, 25.233043, 122.260278], [17.674951, 18.505388, 20.973888, 22.285062, 120.214372], [11.491941, 11.756171, 12.594079, 13.786077, 137.312806], [8.412606, 8.628947, 10.921923, 12.387521, 57.527320], [12.613295, 12.733186, 14.561457, 15.227520, 16.756641]]
### 4
fourier: [[3.444758, 3.557931, 3.649807, 5.170932, 30.050086], [2.894700, 3.039834, 3.155961, 3.611666, 14.152683], [12.982903, 14.154810, 14.441941, 16.371248, 77.894909], [12.085968, 12.119609, 12.974413, 15.031893, 60.447498], [7.408507, 7.845962, 7.917363, 9.211151, 72.340590], [9.130044, 9.416963, 9.701311, 14.100087, 89.387042], [13.906402, 14.569326, 15.219880, 19.856150, 75.915986], [6.238479, 6.582959, 7.937926, 9.371910, 67.741824], [5.663276, 6.089989, 6.779199, 8.862353, 45.789030], [8.665184, 8.908115, 10.017006, 11.851394, 63.403199], [5.345666, 5.519529, 5.542340, 5.548091, 12.602980], [26.786811, 27.210028, 27.880915, 39.298164, 148.640503], [14.825720, 14.845687, 14.983109, 19.653366, 89.397035]]
### 6
fourier: [[2.638688, 2.939003, 3.071460, 4.437391, 16.409774], [4.533580, 5.119129, 5.579222, 5.709715, 26.173175], [14.160115, 14.558177, 15.746306, 19.073668, 100.536956], [4.298576, 4.896376, 5.689148, 6.675947, 11.083533], [6.525609, 6.782918, 7.952117, 8.652409, 28.353561], [7.319357, 7.364515, 7.859085, 9.329928, 59.866388], [12.707371, 12.932331, 14.668460, 18.536662, 77.571047], [4.286070, 4.671610, 4.897305, 6.449891, 41.003865], [8.921908, 9.260260, 9.371845, 10.800260, 65.091045], [6.861729, 7.139987, 7.275008, 9.427118, 45.779127], [4.664338, 5.145798, 5.171677, 6.698119, 11.556229], [6.226733, 6.730106, 7.664684, 9.066962, 63.027744], [6.649901, 6.674962, 7.164608, 10.017435, 38.735360]]
### 8
fourier: [[10.002638, 10.161346, 12.177263, 14.106873, 41.230393], [9.681311, 10.079089, 10.527752, 14.157372, 76.041954], [7.515548, 7.918476, 8.146338, 11.251724, 45.711443], [9.444788, 9.820506, 10.968553, 14.183321, 67.071775], [2.237262, 2.357816, 2.722944, 2.762802, 30.689597], [10.007500, 10.122759, 10.523324, 14.031152, 42.659890], [5.762161, 5.915895, 6.117505, 7.118014, 39.544559], [6.967403, 7.253751, 7.476083, 10.054971, 60.324443], [7.353973, 7.357933, 7.949858, 9.360629, 30.505551], [3.853216, 4.026028, 4.709193, 4.785438, 19.867990], [15.038402, 15.795392, 17.274204, 21.181949, 136.835813], [7.844342, 7.981564, 9.658200, 11.599819, 34.603471], [8.115235, 8.226799, 9.595074, 12.136757, 55.895974]]
### 10
fourier: [[1.237893, 1.341167, 1.368309, 1.701647, 19.783671], [2.513201, 2.564116, 2.957002, 3.721017, 77.854603], [5.198682, 5.234861, 5.406279, 5.572089, 7.460133], [8.970094, 9.310635, 9.414182, 12.655519, 68.743332], [3.335191, 3.642670, 3.774085, 4.991513, 18.605648], [7.575172, 7.820223, 8.318040, 11.243673, 69.285237], [5.588985, 5.612915, 5.788577, 7.828675, 70.999997], [3.761607, 3.804366, 4.072847, 5.396957, 13.282655], [3.371859, 3.428351, 3.540103, 4.779948, 48.953351], [2.692175, 2.776557, 2.880148, 3.795696, 5.367105], [9.472881, 9.757922, 10.346561, 13.470693, 97.795610], [7.923140, 8.255550, 8.257119, 11.272017, 33.849116], [8.377661, 8.660989, 8.929296, 11.688582, 108.813714]]
### 12
fourier: [[1.493721, 1.570663, 1.593057, 2.224422, 4.587603], [3.119108, 3.162078, 3.166161, 4.330766, 33.249875], [4.641088, 4.804464, 4.973416, 6.861477, 38.274313], [2.431251, 2.479579, 2.605306, 2.657603, 3.724570], [1.987528, 2.045980, 2.059830, 2.838822, 4.254434], [4.976788, 5.185683, 5.190019, 7.229930, 50.886793], [3.760238, 3.928068, 3.956289, 5.460107, 36.446355], [11.692752, 11.775826, 11.998459, 12.219556, 17.112421], [7.947488, 8.242490, 8.699417, 11.676492, 61.137879], [10.336148, 10.506713, 10.893374, 10.955952, 15.429208], [2.618995, 2.739000, 2.812437, 3.788890, 24.854537], [1.341289, 1.355600, 1.360913, 1.760277, 31.413943], [5.076873, 5.197129, 5.262408, 7.290462, 36.330879]]
### 14
fourier: [[2.677569, 2.776413, 2.929544, 3.475773, 19.875488], [1.506093, 1.572588, 1.652636, 1.893645, 3.202527], [2.242385, 2.298269, 2.504767, 2.999750, 15.483206], [5.553347, 5.647153, 5.880187, 7.053904, 7.585716], [1.842049, 1.862551, 1.929551, 2.565659, 13.968372], [5.426945, 5.977846, 6.034126, 6.289206, 8.059463], [7.188732, 7.994044, 8.048639, 8.396473, 10.567881], [2.544410, 2.610343, 2.696049, 3.649770, 18.243205], [0.627578, 0.689471, 0.699433, 0.778419, 8.218341], [6.317998, 6.457667, 6.683823, 8.845361, 14.049257], [1.238595, 1.382369, 1.649870, 1.703442, 6.102574], [6.160139, 6.291174, 6.533400, 8.575111, 36.850340], [3.336201, 3.737449, 3.744549, 3.937938, 4.937417]]
### 16
fourier: [[2.853064, 2.853169, 3.039534, 3.801709, 26.724066]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_descending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.755036, 24.281608, 27.799926, 28.392244, 195.447846], [23.951222, 23.972184, 25.367806, 28.321754, 62.119797], [22.714868, 23.729308, 25.456566, 27.983863, 60.612090], [10.432318, 10.555053, 10.827528, 12.003486, 16.945077], [14.834922, 15.247720, 17.255374, 18.462693, 65.325565], [11.644933, 11.706068, 12.032084, 14.336324, 89.221395], [31.843005, 32.263174, 38.397763, 40.373063, 253.481927], [16.396938, 18.022499, 19.104979, 19.778828, 20.034354], [20.701886, 20.862885, 20.870342, 23.739893, 56.290126], [16.967045, 17.031099, 20.441134, 24.323751, 57.809458], [18.542841, 18.965169, 20.227858, 20.444378, 44.994945], [18.910177, 21.986991, 22.769254, 23.354477, 75.467826], [25.243491, 25.646449, 26.400654, 29.993777, 87.101768]]
### 2
fourier: [[10.758990, 10.782532, 11.479806, 11.854176, 67.346440], [11.407853, 12.800374, 13.810090, 18.272809, 69.842946], [16.251088, 18.144608, 18.188425, 20.404483, 164.467887], [10.773623, 10.774163, 11.786236, 15.174450, 66.311770], [17.787958, 18.739104, 19.472095, 19.531502, 91.784038], [10.329954, 10.535439, 10.561104, 11.867424, 27.429892], [11.952415, 12.372272, 12.964206, 13.419809, 17.700416], [10.608868, 11.187714, 11.466511, 12.074496, 80.388078], [17.416689, 18.298296, 18.996323, 25.233043, 122.260278], [17.674951, 18.505388, 20.973888, 22.285062, 120.214372], [11.491941, 11.756171, 12.594079, 13.786077, 137.312806], [8.412606, 8.628947, 10.921923, 12.387521, 57.527320], [12.613295, 12.733186, 14.561457, 15.227520, 16.756641]]
### 4
fourier: [[3.444758, 3.557931, 3.649807, 5.170932, 30.050086], [2.894700, 3.039834, 3.155961, 3.611666, 14.152683], [12.982903, 14.154810, 14.441941, 16.371248, 77.894909], [12.085968, 12.119609, 12.974413, 15.031893, 60.447498], [7.408507, 7.845962, 7.917363, 9.211151, 72.340590], [9.130044, 9.416963, 9.701311, 14.100087, 89.387042], [13.906402, 14.569326, 15.219880, 19.856150, 75.915986], [6.238479, 6.582959, 7.937926, 9.371910, 67.741824], [5.663276, 6.089989, 6.779199, 8.862353, 45.789030], [8.665184, 8.908115, 10.017006, 11.851394, 63.403199], [5.345666, 5.519529, 5.542340, 5.548091, 12.602980], [26.786811, 27.210028, 27.880915, 39.298164, 148.640503], [14.825720, 14.845687, 14.983109, 19.653366, 89.397035]]
### 6
fourier: [[2.638688, 2.939003, 3.071460, 4.437391, 16.409774], [4.533580, 5.119129, 5.579222, 5.709715, 26.173175], [14.160115, 14.558177, 15.746306, 19.073668, 100.536956], [4.298576, 4.896376, 5.689148, 6.675947, 11.083533], [6.525609, 6.782918, 7.952117, 8.652409, 28.353561], [7.319357, 7.364515, 7.859085, 9.329928, 59.866388], [12.707371, 12.932331, 14.668460, 18.536662, 77.571047], [4.286070, 4.671610, 4.897305, 6.449891, 41.003865], [8.921908, 9.260260, 9.371845, 10.800260, 65.091045], [6.861729, 7.139987, 7.275008, 9.427118, 45.779127], [4.664338, 5.145798, 5.171677, 6.698119, 11.556229], [6.226733, 6.730106, 7.664684, 9.066962, 63.027744], [6.649901, 6.674962, 7.164608, 10.017435, 38.735360]]
### 8
fourier: [[10.002638, 10.161346, 12.177263, 14.106873, 41.230393], [9.681311, 10.079089, 10.527752, 14.157372, 76.041954], [7.515548, 7.918476, 8.146338, 11.251724, 45.711443], [9.444788, 9.820506, 10.968553, 14.183321, 67.071775], [2.237262, 2.357816, 2.722944, 2.762802, 30.689597], [10.007500, 10.122759, 10.523324, 14.031152, 42.659890], [5.762161, 5.915895, 6.117505, 7.118014, 39.544559], [6.967403, 7.253751, 7.476083, 10.054971, 60.324443], [7.353973, 7.357933, 7.949858, 9.360629, 30.505551], [3.853216, 4.026028, 4.709193, 4.785438, 19.867990], [15.038402, 15.795392, 17.274204, 21.181949, 136.835813], [7.844342, 7.981564, 9.658200, 11.599819, 34.603471], [8.115235, 8.226799, 9.595074, 12.136757, 55.895974]]
### 10
fourier: [[1.237893, 1.341167, 1.368309, 1.701647, 19.783671], [2.513201, 2.564116, 2.957002, 3.721017, 77.854603], [5.198682, 5.234861, 5.406279, 5.572089, 7.460133], [8.970094, 9.310635, 9.414182, 12.655519, 68.743332], [3.335191, 3.642670, 3.774085, 4.991513, 18.605648], [7.575172, 7.820223, 8.318040, 11.243673, 69.285237], [5.588985, 5.612915, 5.788577, 7.828675, 70.999997], [3.761607, 3.804366, 4.072847, 5.396957, 13.282655], [3.371859, 3.428351, 3.540103, 4.779948, 48.953351], [2.692175, 2.776557, 2.880148, 3.795696, 5.367105], [9.472881, 9.757922, 10.346561, 13.470693, 97.795610], [7.923140, 8.255550, 8.257119, 11.272017, 33.849116], [8.377661, 8.660989, 8.929296, 11.688582, 108.813714]]
### 12
fourier: [[1.493721, 1.570663, 1.593057, 2.224422, 4.587603], [3.119108, 3.162078, 3.166161, 4.330766, 33.249875], [4.641088, 4.804464, 4.973416, 6.861477, 38.274313], [2.431251, 2.479579, 2.605306, 2.657603, 3.724570], [1.987528, 2.045980, 2.059830, 2.838822, 4.254434], [4.976788, 5.185683, 5.190019, 7.229930, 50.886793], [3.760238, 3.928068, 3.956289, 5.460107, 36.446355], [11.692752, 11.775826, 11.998459, 12.219556, 17.112421], [7.947488, 8.242490, 8.699417, 11.676492, 61.137879], [10.336148, 10.506713, 10.893374, 10.955952, 15.429208], [2.618995, 2.739000, 2.812437, 3.788890, 24.854537], [1.341289, 1.355600, 1.360913, 1.760277, 31.413943], [5.076873, 5.197129, 5.262408, 7.290462, 36.330879]]
### 14
fourier: [[2.677569, 2.776413, 2.929544, 3.475773, 19.875488], [1.506093, 1.572588, 1.652636, 1.893645, 3.202527], [2.242385, 2.298269, 2.504767, 2.999750, 15.483206], [5.553347, 5.647153, 5.880187, 7.053904, 7.585716], [1.842049, 1.862551, 1.929551, 2.565659, 13.968372], [5.426945, 5.977846, 6.034126, 6.289206, 8.059463], [7.188732, 7.994044, 8.048639, 8.396473, 10.567881], [2.544410, 2.610343, 2.696049, 3.649770, 18.243205], [0.627578, 0.689471, 0.699433, 0.778419, 8.218341], [6.317998, 6.457667, 6.683823, 8.845361, 14.049257], [1.238595, 1.382369, 1.649870, 1.703442, 6.102574], [6.160139, 6.291174, 6.533400, 8.575111, 36.850340], [3.336201, 3.737449, 3.744549, 3.937938, 4.937417]]
### 16
fourier: [[2.853064, 2.853169, 3.039534, 3.801709, 26.724066]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_descending
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6913950145244598, "train_acc": 0.485, "val_loss": 0.9496549963951111, "val_acc": 0.66}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.9921677112579346, "train_acc": 0.545, "val_loss": 0.7003414630889893, "val_acc": 0.38}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 1.3970299661159515, "train_acc": 0.545, "val_loss": 0.6442617774009705, "val_acc": 0.64}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6526104509830475, "train_acc": 0.665, "val_loss": 0.8804152607917786, "val_acc": 0.34}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.7151886224746704, "train_acc": 0.54, "val_loss": 0.7409670948982239, "val_acc": 0.34}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6815212965011597, "train_acc": 0.54, "val_loss": 0.6923527717590332, "val_acc": 0.34}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["sorted_descending"], "degraded_stage": {"initial_val_loss": 0.9496549963951111, "final_val_loss": 0.7003414630889893, "initial_val_acc": 0.66, "final_val_acc": 0.38, "best_val_acc": 0.38}, "improved_stage": {"initial_val_loss": 0.6442617774009705, "final_val_loss": 0.6923527717590332, "initial_val_acc": 0.64, "final_val_acc": 0.34, "best_val_acc": 0.64, "best_epoch": 2}, "improvement": 0.26, "first_improvement_epoch": 1}}
|
9,962
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.48, "improved_accuracy": 0.72, "improvement": 0.24, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6415, "learning_rate": 0.050534079261356564, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[16.368228, 16.408533, 17.741113, 18.295881, 31.465529], [26.789397, 28.431716, 28.540499, 33.163323, 35.928280], [14.475959, 16.196073, 19.865085, 21.967305, 65.219763], [36.324282, 48.778238, 50.309685, 51.031815, 250.508845], [22.652341, 25.613560, 28.717122, 31.033039, 61.158464], [28.060688, 29.151218, 29.337695, 32.516084, 35.831457], [18.591406, 19.865879, 20.267286, 22.050321, 25.782648], [30.653631, 30.814243, 32.010894, 35.782185, 91.549888], [18.763704, 21.078257, 22.466302, 22.972941, 58.768928], [22.974434, 23.528179, 28.731055, 37.075149, 86.217307], [17.073629, 17.474551, 17.501167, 22.258655, 23.689355], [28.113274, 30.560694, 35.785406, 36.220333, 65.611672], [17.825700, 20.071510, 20.826290, 21.722719, 22.424796]]
### 2
fourier: [[33.249356, 36.006981, 39.371304, 42.348478, 44.792702], [19.802922, 24.168266, 24.504462, 25.127364, 41.231876], [27.995753, 32.571053, 35.390406, 38.570328, 243.024656], [20.493773, 27.780971, 28.387336, 30.827053, 163.003392], [17.794156, 18.501199, 18.679016, 20.792711, 21.296802], [42.691474, 45.480477, 48.231289, 49.737736, 51.634587], [34.970620, 44.210232, 46.122149, 46.849376, 70.342313], [16.986622, 19.662416, 19.673324, 23.237276, 63.949118], [16.244823, 16.299819, 17.878601, 17.964570, 88.645833], [34.282412, 39.744099, 44.476831, 47.368774, 246.798071], [36.552394, 36.883863, 38.125507, 38.585288, 40.175778], [24.073925, 26.555421, 29.890500, 32.940302, 82.658003], [44.132134, 48.913273, 57.758974, 62.619262, 249.513590]]
### 4
fourier: [[18.943338, 20.141103, 20.273022, 25.264871, 122.958720], [17.342984, 17.374472, 18.926430, 24.230824, 82.144287], [15.120333, 15.289009, 17.724178, 25.184664, 62.069961], [23.694350, 24.241824, 28.036065, 37.898955, 81.039781], [25.813578, 26.501354, 27.266302, 38.033189, 76.397554], [9.453774, 9.723098, 9.788329, 11.414420, 13.499108], [12.510237, 13.043006, 13.853109, 14.475482, 63.204408], [17.158341, 17.546726, 18.702384, 22.109957, 118.516162], [11.337638, 11.741722, 12.168914, 16.618496, 76.471207], [16.658006, 17.748840, 17.773192, 23.037123, 24.249541], [28.010173, 28.439627, 28.801368, 30.110892, 37.059436], [6.349742, 6.351636, 7.136297, 7.143480, 30.741584], [4.428946, 4.500886, 4.884526, 5.119804, 20.969247]]
### 6
fourier: [[23.186923, 23.614626, 28.523529, 39.753057, 102.807887], [1.606179, 1.665536, 1.958853, 2.328343, 22.240542], [18.146231, 18.439357, 20.257668, 30.422620, 42.907738], [17.652473, 18.405886, 22.737738, 30.935975, 63.498189], [17.296843, 17.375780, 17.558286, 27.697434, 30.097793], [27.721098, 28.192011, 33.568965, 46.588213, 129.778156], [11.791438, 12.073556, 15.548708, 21.071383, 61.961562], [20.976306, 21.405865, 24.300470, 35.099537, 73.194308], [14.720045, 15.421422, 18.717534, 25.665670, 69.992161], [15.238306, 15.309681, 18.945861, 26.067190, 67.821581], [16.988043, 17.004927, 20.420623, 28.790245, 77.136582], [8.703166, 9.228129, 11.170717, 13.100972, 65.933509], [18.506804, 18.772102, 21.185416, 30.809281, 62.922858]]
### 8
fourier: [[12.809036, 13.220862, 14.555835, 21.726541, 26.978263], [17.582787, 17.652837, 20.431475, 30.006026, 58.419749], [2.554349, 2.640759, 2.644672, 3.838492, 12.076836], [4.841513, 4.880895, 5.262639, 7.840376, 29.352995], [13.709944, 13.896276, 15.931246, 23.464383, 51.177224], [20.148021, 20.176479, 23.847794, 33.876301, 92.589837], [8.763055, 8.809251, 10.558471, 14.391391, 43.942764], [4.448833, 4.576868, 5.263209, 7.854636, 8.248760], [7.190536, 7.830724, 7.874144, 12.177197, 39.965235], [21.825647, 22.122803, 25.774717, 37.685212, 68.844859], [10.810904, 11.116322, 13.702300, 19.088068, 41.136293], [23.480518, 23.801081, 28.676670, 40.528804, 97.502657], [8.622776, 8.732614, 9.119941, 9.961093, 15.173588]]
### 10
fourier: [[11.945936, 11.986238, 14.117225, 20.143127, 37.552257], [18.375231, 18.505080, 21.789938, 31.204396, 66.723339], [28.221552, 28.259255, 33.359082, 47.707889, 121.374248], [12.573589, 12.954865, 14.944550, 21.109979, 37.644407], [13.262665, 13.325682, 15.506804, 22.457140, 42.381966], [30.407897, 30.561336, 35.933723, 51.924704, 99.039934], [14.394786, 14.618239, 17.024699, 24.943721, 41.032913], [0.949926, 0.964078, 1.112927, 1.485603, 14.634349], [33.780300, 33.876445, 39.926864, 57.125348, 136.921105], [22.101490, 22.227154, 26.050081, 37.319766, 95.716166], [20.365682, 21.030881, 24.156902, 35.598701, 57.060138], [11.285717, 12.856304, 14.150548, 18.863462, 92.601350], [27.187169, 27.317899, 31.932267, 46.215849, 121.655322]]
### 12
fourier: [[13.693246, 14.169136, 16.385264, 23.527916, 103.537671], [6.479942, 7.061638, 7.374875, 10.768789, 18.318804], [3.508029, 3.841251, 4.279461, 6.255210, 11.470746], [2.104449, 2.222130, 2.394054, 2.777919, 29.790049], [7.318816, 7.871319, 8.151560, 11.501624, 102.572166], [2.713905, 2.995390, 3.264009, 4.701763, 16.661521], [7.326630, 7.768680, 8.675260, 12.584409, 17.812002], [8.143606, 8.391684, 9.852267, 14.267832, 31.067281], [1.149521, 1.260630, 1.368415, 1.846143, 20.136539], [14.454714, 14.746219, 17.158743, 24.874238, 89.317957], [5.869421, 6.060812, 6.624187, 6.970969, 10.032902], [3.908079, 4.120068, 4.189481, 5.930054, 10.319046], [1.511119, 1.566025, 1.675588, 1.711530, 35.838741]]
### 14
fourier: [[5.991490, 6.268664, 7.000462, 10.229844, 42.804345], [0.458176, 0.468172, 0.542256, 0.573834, 30.382370], [3.527258, 3.711764, 4.183976, 5.611968, 7.246885], [1.586514, 1.617278, 1.685153, 2.268188, 81.157929], [1.980116, 2.055049, 2.434222, 3.399110, 11.009614], [2.418049, 2.721743, 2.812742, 3.524068, 22.563916], [1.067646, 1.079064, 1.105328, 1.251344, 81.953676], [6.190061, 6.386684, 7.115827, 10.337505, 40.747424], [4.397802, 4.469857, 5.405857, 7.576825, 111.570751], [5.921439, 5.975211, 6.747152, 9.990720, 12.028892], [6.137905, 6.498532, 7.223021, 10.758168, 27.149512], [0.887621, 0.902315, 0.937243, 1.428815, 1.818058], [1.302782, 1.486702, 1.691100, 1.859666, 101.817487]]
### 16
fourier: [[2.482068, 2.581100, 2.615616, 4.070106, 67.328602], [2.416942, 2.463765, 2.665394, 4.099256, 67.272802], [2.905093, 3.068576, 3.278706, 4.958384, 32.338815], [1.260180, 1.322636, 1.364527, 1.983053, 44.751257], [1.315618, 1.414383, 1.602601, 2.222427, 78.078602], [4.734853, 4.750535, 5.346967, 7.837032, 37.513083], [3.146608, 3.254991, 3.282566, 5.069437, 124.575144], [5.442432, 5.635735, 6.277349, 9.286315, 54.850772], [4.266650, 4.446896, 4.960452, 7.286927, 37.201739], [2.911144, 3.045455, 3.194893, 4.907387, 47.365353], [2.915935, 3.143107, 3.316602, 4.621039, 23.891547], [1.234871, 1.267819, 1.317009, 1.794786, 34.535520], [1.845835, 1.930429, 2.092777, 3.090671, 20.643729]]
### 18
fourier: [[2.060286, 2.133894, 2.183721, 3.036456, 3.400291]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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[
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"network.18.weight": [
[
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"network.18.bias": [
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}
## Activation Signature
### 0
fourier: [[16.368228, 16.408533, 17.741113, 18.295881, 31.465529], [26.789397, 28.431716, 28.540499, 33.163323, 35.928280], [14.475959, 16.196073, 19.865085, 21.967305, 65.219763], [36.324282, 48.778238, 50.309685, 51.031815, 250.508845], [22.652341, 25.613560, 28.717122, 31.033039, 61.158464], [28.060688, 29.151218, 29.337695, 32.516084, 35.831457], [18.591406, 19.865879, 20.267286, 22.050321, 25.782648], [30.653631, 30.814243, 32.010894, 35.782185, 91.549888], [18.763704, 21.078257, 22.466302, 22.972941, 58.768928], [22.974434, 23.528179, 28.731055, 37.075149, 86.217307], [17.073629, 17.474551, 17.501167, 22.258655, 23.689355], [28.113274, 30.560694, 35.785406, 36.220333, 65.611672], [17.825700, 20.071510, 20.826290, 21.722719, 22.424796]]
### 2
fourier: [[33.249356, 36.006981, 39.371304, 42.348478, 44.792702], [19.802922, 24.168266, 24.504462, 25.127364, 41.231876], [27.995753, 32.571053, 35.390406, 38.570328, 243.024656], [20.493773, 27.780971, 28.387336, 30.827053, 163.003392], [17.794156, 18.501199, 18.679016, 20.792711, 21.296802], [42.691474, 45.480477, 48.231289, 49.737736, 51.634587], [34.970620, 44.210232, 46.122149, 46.849376, 70.342313], [16.986622, 19.662416, 19.673324, 23.237276, 63.949118], [16.244823, 16.299819, 17.878601, 17.964570, 88.645833], [34.282412, 39.744099, 44.476831, 47.368774, 246.798071], [36.552394, 36.883863, 38.125507, 38.585288, 40.175778], [24.073925, 26.555421, 29.890500, 32.940302, 82.658003], [44.132134, 48.913273, 57.758974, 62.619262, 249.513590]]
### 4
fourier: [[18.943338, 20.141103, 20.273022, 25.264871, 122.958720], [17.342984, 17.374472, 18.926430, 24.230824, 82.144287], [15.120333, 15.289009, 17.724178, 25.184664, 62.069961], [23.694350, 24.241824, 28.036065, 37.898955, 81.039781], [25.813578, 26.501354, 27.266302, 38.033189, 76.397554], [9.453774, 9.723098, 9.788329, 11.414420, 13.499108], [12.510237, 13.043006, 13.853109, 14.475482, 63.204408], [17.158341, 17.546726, 18.702384, 22.109957, 118.516162], [11.337638, 11.741722, 12.168914, 16.618496, 76.471207], [16.658006, 17.748840, 17.773192, 23.037123, 24.249541], [28.010173, 28.439627, 28.801368, 30.110892, 37.059436], [6.349742, 6.351636, 7.136297, 7.143480, 30.741584], [4.428946, 4.500886, 4.884526, 5.119804, 20.969247]]
### 6
fourier: [[23.186923, 23.614626, 28.523529, 39.753057, 102.807887], [1.606179, 1.665536, 1.958853, 2.328343, 22.240542], [18.146231, 18.439357, 20.257668, 30.422620, 42.907738], [17.652473, 18.405886, 22.737738, 30.935975, 63.498189], [17.296843, 17.375780, 17.558286, 27.697434, 30.097793], [27.721098, 28.192011, 33.568965, 46.588213, 129.778156], [11.791438, 12.073556, 15.548708, 21.071383, 61.961562], [20.976306, 21.405865, 24.300470, 35.099537, 73.194308], [14.720045, 15.421422, 18.717534, 25.665670, 69.992161], [15.238306, 15.309681, 18.945861, 26.067190, 67.821581], [16.988043, 17.004927, 20.420623, 28.790245, 77.136582], [8.703166, 9.228129, 11.170717, 13.100972, 65.933509], [18.506804, 18.772102, 21.185416, 30.809281, 62.922858]]
### 8
fourier: [[12.809036, 13.220862, 14.555835, 21.726541, 26.978263], [17.582787, 17.652837, 20.431475, 30.006026, 58.419749], [2.554349, 2.640759, 2.644672, 3.838492, 12.076836], [4.841513, 4.880895, 5.262639, 7.840376, 29.352995], [13.709944, 13.896276, 15.931246, 23.464383, 51.177224], [20.148021, 20.176479, 23.847794, 33.876301, 92.589837], [8.763055, 8.809251, 10.558471, 14.391391, 43.942764], [4.448833, 4.576868, 5.263209, 7.854636, 8.248760], [7.190536, 7.830724, 7.874144, 12.177197, 39.965235], [21.825647, 22.122803, 25.774717, 37.685212, 68.844859], [10.810904, 11.116322, 13.702300, 19.088068, 41.136293], [23.480518, 23.801081, 28.676670, 40.528804, 97.502657], [8.622776, 8.732614, 9.119941, 9.961093, 15.173588]]
### 10
fourier: [[11.945936, 11.986238, 14.117225, 20.143127, 37.552257], [18.375231, 18.505080, 21.789938, 31.204396, 66.723339], [28.221552, 28.259255, 33.359082, 47.707889, 121.374248], [12.573589, 12.954865, 14.944550, 21.109979, 37.644407], [13.262665, 13.325682, 15.506804, 22.457140, 42.381966], [30.407897, 30.561336, 35.933723, 51.924704, 99.039934], [14.394786, 14.618239, 17.024699, 24.943721, 41.032913], [0.949926, 0.964078, 1.112927, 1.485603, 14.634349], [33.780300, 33.876445, 39.926864, 57.125348, 136.921105], [22.101490, 22.227154, 26.050081, 37.319766, 95.716166], [20.365682, 21.030881, 24.156902, 35.598701, 57.060138], [11.285717, 12.856304, 14.150548, 18.863462, 92.601350], [27.187169, 27.317899, 31.932267, 46.215849, 121.655322]]
### 12
fourier: [[13.693246, 14.169136, 16.385264, 23.527916, 103.537671], [6.479942, 7.061638, 7.374875, 10.768789, 18.318804], [3.508029, 3.841251, 4.279461, 6.255210, 11.470746], [2.104449, 2.222130, 2.394054, 2.777919, 29.790049], [7.318816, 7.871319, 8.151560, 11.501624, 102.572166], [2.713905, 2.995390, 3.264009, 4.701763, 16.661521], [7.326630, 7.768680, 8.675260, 12.584409, 17.812002], [8.143606, 8.391684, 9.852267, 14.267832, 31.067281], [1.149521, 1.260630, 1.368415, 1.846143, 20.136539], [14.454714, 14.746219, 17.158743, 24.874238, 89.317957], [5.869421, 6.060812, 6.624187, 6.970969, 10.032902], [3.908079, 4.120068, 4.189481, 5.930054, 10.319046], [1.511119, 1.566025, 1.675588, 1.711530, 35.838741]]
### 14
fourier: [[5.991490, 6.268664, 7.000462, 10.229844, 42.804345], [0.458176, 0.468172, 0.542256, 0.573834, 30.382370], [3.527258, 3.711764, 4.183976, 5.611968, 7.246885], [1.586514, 1.617278, 1.685153, 2.268188, 81.157929], [1.980116, 2.055049, 2.434222, 3.399110, 11.009614], [2.418049, 2.721743, 2.812742, 3.524068, 22.563916], [1.067646, 1.079064, 1.105328, 1.251344, 81.953676], [6.190061, 6.386684, 7.115827, 10.337505, 40.747424], [4.397802, 4.469857, 5.405857, 7.576825, 111.570751], [5.921439, 5.975211, 6.747152, 9.990720, 12.028892], [6.137905, 6.498532, 7.223021, 10.758168, 27.149512], [0.887621, 0.902315, 0.937243, 1.428815, 1.818058], [1.302782, 1.486702, 1.691100, 1.859666, 101.817487]]
### 16
fourier: [[2.482068, 2.581100, 2.615616, 4.070106, 67.328602], [2.416942, 2.463765, 2.665394, 4.099256, 67.272802], [2.905093, 3.068576, 3.278706, 4.958384, 32.338815], [1.260180, 1.322636, 1.364527, 1.983053, 44.751257], [1.315618, 1.414383, 1.602601, 2.222427, 78.078602], [4.734853, 4.750535, 5.346967, 7.837032, 37.513083], [3.146608, 3.254991, 3.282566, 5.069437, 124.575144], [5.442432, 5.635735, 6.277349, 9.286315, 54.850772], [4.266650, 4.446896, 4.960452, 7.286927, 37.201739], [2.911144, 3.045455, 3.194893, 4.907387, 47.365353], [2.915935, 3.143107, 3.316602, 4.621039, 23.891547], [1.234871, 1.267819, 1.317009, 1.794786, 34.535520], [1.845835, 1.930429, 2.092777, 3.090671, 20.643729]]
### 18
fourier: [[2.060286, 2.133894, 2.183721, 3.036456, 3.400291]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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38.570328140494134, 243.0246563255787]}, "3": {"fourier": [20.493773084610933, 27.78097069613536, 28.38733639400462, 30.827053147881674, 163.00339183211327]}, "4": {"fourier": [17.794156414840458, 18.501199200749397, 18.679016347539903, 20.79271068209067, 21.29680214693923]}, "5": {"fourier": [42.69147414854982, 45.48047663271427, 48.23128863984007, 49.73773631612629, 51.634586782045744]}, "6": {"fourier": [34.970619509721104, 44.210231716535674, 46.122149274218714, 46.84937552800916, 70.34231311827898]}, "7": {"fourier": [16.98662212236778, 19.662416292741987, 19.673324261770055, 23.23727623472663, 63.94911799579859]}, "8": {"fourier": [16.24482294855791, 16.299818604476236, 17.87860143386263, 17.964570325421324, 88.64583325386047]}, "9": {"fourier": [34.28241226384371, 39.74409854272935, 44.47683071897482, 47.3687744870559, 246.79807111620903]}, "10": {"fourier": [36.55239448094554, 36.883863092634115, 38.125507011276106, 38.58528786790336, 40.17577772587538]}, "11": {"fourier": 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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6990168690681458, "train_acc": 0.475, "val_loss": 0.7018111944198608, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6869115233421326, "train_acc": 0.565, "val_loss": 0.7160423994064331, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6856234669685364, "train_acc": 0.565, "val_loss": 0.7020939588546753, "val_acc": 0.48}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6771372854709625, "train_acc": 0.565, "val_loss": 0.6334002017974854, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.8779579102993011, "train_acc": 0.505, "val_loss": 0.5677563548088074, "val_acc": 0.7}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.6758792698383331, "train_acc": 0.775, "val_loss": 0.6835146546363831, "val_acc": 0.62}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.6471104919910431, "train_acc": 0.68, "val_loss": 0.6584957838058472, "val_acc": 0.66}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.6449295878410339, "train_acc": 0.72, "val_loss": 0.6615450978279114, "val_acc": 0.72}], "summary": {"total_epochs": 8, "degraded_epochs": 4, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.7018111944198608, "final_val_loss": 0.6334002017974854, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.5677563548088074, "final_val_loss": 0.6615450978279114, "initial_val_acc": 0.7, "final_val_acc": 0.72, "best_val_acc": 0.72, "best_epoch": 7}, "improvement": 0.24, "first_improvement_epoch": 3}}
|
9,963
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.58, "improved_accuracy": 0.78, "improvement": 0.20000000000000007, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9426, "learning_rate": 0.06927404970925409, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.693640, 18.781338, 20.706624, 21.630950, 27.355288], [18.439257, 25.489707, 26.424084, 32.706806, 37.840982], [24.270533, 27.967619, 28.600980, 32.991355, 194.724755], [18.143761, 21.862537, 22.940678, 27.426087, 102.339844], [28.122762, 28.172771, 28.223412, 30.423210, 263.214030], [37.994574, 38.684505, 39.063054, 40.753957, 232.390379], [10.876614, 10.939615, 12.268563, 13.244602, 14.751055], [17.297973, 18.150547, 20.363973, 22.634881, 137.105448], [14.431202, 20.149332, 20.481861, 20.992872, 86.970894], [10.819376, 11.381449, 12.545505, 12.849276, 52.592431], [20.039148, 22.314924, 22.930573, 23.166415, 133.764076], [21.851149, 22.671849, 25.783577, 25.938711, 156.805277], [19.507972, 19.622430, 20.696478, 23.050567, 94.236704], [49.221695, 53.797498, 54.812494, 64.819230, 408.585767]]
### 2
fourier: [[10.603359, 10.871018, 11.388887, 12.187077, 13.467805], [9.745711, 9.798689, 10.086685, 11.035634, 75.461046], [37.456095, 43.852025, 45.120172, 52.834538, 353.748019], [26.182005, 33.395742, 33.817968, 34.496167, 226.938970], [28.247336, 29.109329, 30.026513, 37.366364, 290.087131], [12.709232, 12.923546, 13.683627, 15.225807, 85.789688], [30.692188, 31.208888, 36.876230, 41.624487, 267.404767], [15.049451, 15.426558, 15.956929, 17.854158, 66.364253], [17.413220, 18.020550, 19.265329, 20.940751, 177.476928], [11.527683, 12.160269, 12.368086, 12.916932, 35.167102], [38.211033, 39.945047, 40.744128, 52.253995, 379.332412], [46.954211, 50.667463, 53.083164, 62.012018, 444.371751], [16.010194, 16.100976, 16.883343, 17.648337, 74.730974], [19.981488, 20.492049, 21.342649, 26.271314, 126.890411]]
### 4
fourier: [[20.453640, 22.808854, 23.548365, 25.879489, 152.404219], [16.022578, 17.604654, 18.742806, 23.208569, 178.392996], [25.286200, 26.335151, 28.006286, 28.081303, 169.664119], [28.744071, 32.341338, 34.430950, 39.966663, 271.999257], [39.659393, 43.096004, 45.416966, 49.059986, 337.887434], [23.710545, 23.874575, 26.160678, 26.201710, 214.494265], [46.490352, 50.188759, 52.399816, 56.739433, 403.949979], [24.949704, 26.180807, 26.266477, 33.589146, 231.956833], [24.998050, 25.431136, 26.706825, 32.982966, 179.804487], [27.530423, 31.525312, 33.960848, 39.797226, 235.784836], [9.704905, 11.096413, 11.274407, 11.287285, 61.105816], [21.126725, 21.808664, 24.257131, 26.152960, 235.184805], [25.893520, 27.380541, 29.283136, 31.848411, 180.733322], [20.439402, 21.426223, 22.203902, 22.493623, 190.040883]]
### 6
fourier: [[25.636784, 28.730709, 30.097166, 33.352580, 253.612370], [3.815818, 4.279445, 4.465021, 4.504942, 7.827013], [17.666355, 19.421652, 20.142430, 23.057083, 123.119199], [1.334114, 1.356794, 1.419336, 1.520847, 5.066124], [41.358105, 43.100243, 45.007152, 45.818934, 294.056933], [22.016842, 23.656108, 24.498625, 26.372167, 206.242005], [10.878403, 11.072916, 11.080230, 13.322795, 78.650360], [33.813483, 37.912911, 39.931450, 45.018613, 341.249929], [7.425648, 7.462894, 8.675368, 9.058929, 78.276724], [42.158397, 43.187918, 45.039266, 45.088416, 268.133520], [8.347592, 8.974573, 9.175057, 9.417569, 77.420547], [6.672619, 6.835738, 7.215941, 8.131587, 15.030749], [1.771663, 1.796092, 1.932007, 2.070540, 4.302524], [42.361229, 46.700779, 49.265440, 54.298094, 402.293123]]
### 8
fourier: [[4.700447, 4.782548, 4.791659, 5.376515, 15.833065], [5.546854, 5.772947, 5.786605, 6.246940, 6.772185], [25.478856, 26.768435, 27.358338, 28.494949, 159.209054], [11.839907, 12.777892, 12.839887, 13.031261, 68.118014], [20.624902, 21.552907, 22.050988, 22.630612, 98.172744], [39.985811, 40.181508, 40.538462, 41.376584, 269.923176], [2.874260, 3.335320, 3.927820, 4.223925, 38.226600], [34.287620, 35.315551, 36.516316, 37.550662, 249.297514], [14.892902, 15.081826, 15.685776, 16.120726, 72.367005], [11.373538, 11.792555, 11.961191, 12.001003, 62.400311], [25.536451, 26.955153, 27.714497, 29.121989, 172.974546], [15.998944, 16.923979, 17.386596, 18.053814, 108.062677], [1.586824, 1.622653, 1.632492, 1.735852, 2.740200], [7.572473, 7.805300, 7.862394, 8.738826, 20.016702]]
### 10
fourier: [[1.492383, 1.694498, 1.808661, 2.277204, 21.324435], [3.434372, 3.714885, 3.727999, 3.899229, 77.326229], [8.242807, 8.316408, 8.505283, 8.588448, 47.916343], [15.655001, 15.784760, 16.399241, 16.493808, 105.606148], [27.521718, 28.306913, 28.433107, 30.021100, 202.482787], [23.504042, 23.883859, 24.309576, 25.095672, 131.532379], [1.602808, 1.816646, 1.934320, 2.298609, 69.973623], [35.057180, 36.844626, 37.351348, 37.356507, 239.983800], [16.918891, 18.616449, 18.704034, 18.850914, 85.268511], [12.527093, 13.978048, 14.446164, 15.581023, 54.771896], [22.610969, 24.210115, 24.644228, 25.105574, 137.524667], [5.804027, 6.712665, 6.795958, 6.904177, 119.417147], [31.868553, 32.923971, 33.109512, 33.425301, 191.848361], [28.421280, 30.117660, 30.329043, 30.852558, 183.211314]]
### 12
fourier: [[2.023990, 2.059682, 2.285303, 2.665458, 17.308024], [12.449413, 13.323741, 13.730510, 14.334343, 109.022888], [15.318504, 15.783189, 16.350537, 17.657007, 134.331989], [2.896240, 3.577556, 3.759588, 3.864712, 26.414128], [3.192009, 3.283908, 3.405399, 3.803394, 24.708195], [34.831047, 35.935107, 36.328097, 37.003974, 316.131292], [21.981813, 22.398307, 22.630124, 23.317976, 161.686604], [51.488090, 54.474131, 54.628448, 56.307397, 352.393118], [1.515870, 1.653344, 1.802500, 1.857615, 24.573900], [15.451718, 16.194961, 17.078354, 17.142693, 76.445443], [38.286778, 39.314891, 40.042786, 41.217606, 272.631261], [1.198932, 1.222948, 1.480517, 1.679122, 23.125646], [40.452796, 42.158477, 42.998945, 43.238361, 342.389283], [1.264899, 1.469851, 1.674151, 1.675418, 15.334208]]
### 14
fourier: [[12.813939, 12.914677, 13.404853, 14.612811, 81.942359], [15.883046, 16.108014, 16.673308, 17.795956, 108.038838], [2.046020, 2.375902, 2.625740, 3.120126, 65.370367], [7.356053, 7.382579, 7.764489, 8.832130, 35.155448], [19.657744, 19.963704, 20.628793, 22.233537, 139.993573], [0.968721, 1.004722, 1.146512, 1.279518, 22.950844], [7.630678, 7.651618, 7.661521, 9.177751, 54.048213], [6.007546, 6.440805, 6.777473, 6.878972, 59.891708], [3.233029, 3.424847, 3.630779, 3.633701, 43.294551], [0.863367, 0.878213, 0.882060, 1.121102, 67.126004], [3.031113, 3.086789, 3.222737, 3.293646, 21.733540], [12.031623, 12.050403, 12.630038, 13.560024, 97.549027], [11.037267, 11.302545, 11.621575, 11.777608, 89.280866], [1.731654, 1.741191, 1.950288, 2.179947, 80.475938]]
### 16
fourier: [[14.742556, 15.189142, 15.995310, 16.662167, 132.370943], [0.054146, 0.054357, 0.059417, 0.064993, 14.431309], [15.494937, 15.938551, 16.824904, 17.425612, 113.521023], [5.962729, 6.093181, 6.351713, 6.565651, 8.891772], [13.194516, 13.458245, 14.118141, 14.963844, 116.612618], [6.095322, 6.306267, 6.729114, 6.897255, 52.482257], [3.240878, 3.266716, 3.430943, 3.642427, 26.817723], [10.430367, 10.663912, 11.205131, 11.740861, 118.418194], [8.720902, 9.096902, 9.597423, 9.647725, 93.517866], [8.268868, 8.491337, 8.905659, 9.183956, 33.002308], [12.910827, 13.297290, 14.041649, 14.647601, 91.212289], [1.327793, 1.344211, 1.418718, 1.464505, 3.673377], [9.646263, 9.965882, 10.425266, 10.765770, 70.839569], [11.444018, 11.747016, 12.478612, 13.065522, 121.832681]]
### 18
fourier: [[8.123395, 8.383927, 8.911454, 9.328833, 54.405370]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.693640, 18.781338, 20.706624, 21.630950, 27.355288], [18.439257, 25.489707, 26.424084, 32.706806, 37.840982], [24.270533, 27.967619, 28.600980, 32.991355, 194.724755], [18.143761, 21.862537, 22.940678, 27.426087, 102.339844], [28.122762, 28.172771, 28.223412, 30.423210, 263.214030], [37.994574, 38.684505, 39.063054, 40.753957, 232.390379], [10.876614, 10.939615, 12.268563, 13.244602, 14.751055], [17.297973, 18.150547, 20.363973, 22.634881, 137.105448], [14.431202, 20.149332, 20.481861, 20.992872, 86.970894], [10.819376, 11.381449, 12.545505, 12.849276, 52.592431], [20.039148, 22.314924, 22.930573, 23.166415, 133.764076], [21.851149, 22.671849, 25.783577, 25.938711, 156.805277], [19.507972, 19.622430, 20.696478, 23.050567, 94.236704], [49.221695, 53.797498, 54.812494, 64.819230, 408.585767]]
### 2
fourier: [[10.603359, 10.871018, 11.388887, 12.187077, 13.467805], [9.745711, 9.798689, 10.086685, 11.035634, 75.461046], [37.456095, 43.852025, 45.120172, 52.834538, 353.748019], [26.182005, 33.395742, 33.817968, 34.496167, 226.938970], [28.247336, 29.109329, 30.026513, 37.366364, 290.087131], [12.709232, 12.923546, 13.683627, 15.225807, 85.789688], [30.692188, 31.208888, 36.876230, 41.624487, 267.404767], [15.049451, 15.426558, 15.956929, 17.854158, 66.364253], [17.413220, 18.020550, 19.265329, 20.940751, 177.476928], [11.527683, 12.160269, 12.368086, 12.916932, 35.167102], [38.211033, 39.945047, 40.744128, 52.253995, 379.332412], [46.954211, 50.667463, 53.083164, 62.012018, 444.371751], [16.010194, 16.100976, 16.883343, 17.648337, 74.730974], [19.981488, 20.492049, 21.342649, 26.271314, 126.890411]]
### 4
fourier: [[20.453640, 22.808854, 23.548365, 25.879489, 152.404219], [16.022578, 17.604654, 18.742806, 23.208569, 178.392996], [25.286200, 26.335151, 28.006286, 28.081303, 169.664119], [28.744071, 32.341338, 34.430950, 39.966663, 271.999257], [39.659393, 43.096004, 45.416966, 49.059986, 337.887434], [23.710545, 23.874575, 26.160678, 26.201710, 214.494265], [46.490352, 50.188759, 52.399816, 56.739433, 403.949979], [24.949704, 26.180807, 26.266477, 33.589146, 231.956833], [24.998050, 25.431136, 26.706825, 32.982966, 179.804487], [27.530423, 31.525312, 33.960848, 39.797226, 235.784836], [9.704905, 11.096413, 11.274407, 11.287285, 61.105816], [21.126725, 21.808664, 24.257131, 26.152960, 235.184805], [25.893520, 27.380541, 29.283136, 31.848411, 180.733322], [20.439402, 21.426223, 22.203902, 22.493623, 190.040883]]
### 6
fourier: [[25.636784, 28.730709, 30.097166, 33.352580, 253.612370], [3.815818, 4.279445, 4.465021, 4.504942, 7.827013], [17.666355, 19.421652, 20.142430, 23.057083, 123.119199], [1.334114, 1.356794, 1.419336, 1.520847, 5.066124], [41.358105, 43.100243, 45.007152, 45.818934, 294.056933], [22.016842, 23.656108, 24.498625, 26.372167, 206.242005], [10.878403, 11.072916, 11.080230, 13.322795, 78.650360], [33.813483, 37.912911, 39.931450, 45.018613, 341.249929], [7.425648, 7.462894, 8.675368, 9.058929, 78.276724], [42.158397, 43.187918, 45.039266, 45.088416, 268.133520], [8.347592, 8.974573, 9.175057, 9.417569, 77.420547], [6.672619, 6.835738, 7.215941, 8.131587, 15.030749], [1.771663, 1.796092, 1.932007, 2.070540, 4.302524], [42.361229, 46.700779, 49.265440, 54.298094, 402.293123]]
### 8
fourier: [[4.700447, 4.782548, 4.791659, 5.376515, 15.833065], [5.546854, 5.772947, 5.786605, 6.246940, 6.772185], [25.478856, 26.768435, 27.358338, 28.494949, 159.209054], [11.839907, 12.777892, 12.839887, 13.031261, 68.118014], [20.624902, 21.552907, 22.050988, 22.630612, 98.172744], [39.985811, 40.181508, 40.538462, 41.376584, 269.923176], [2.874260, 3.335320, 3.927820, 4.223925, 38.226600], [34.287620, 35.315551, 36.516316, 37.550662, 249.297514], [14.892902, 15.081826, 15.685776, 16.120726, 72.367005], [11.373538, 11.792555, 11.961191, 12.001003, 62.400311], [25.536451, 26.955153, 27.714497, 29.121989, 172.974546], [15.998944, 16.923979, 17.386596, 18.053814, 108.062677], [1.586824, 1.622653, 1.632492, 1.735852, 2.740200], [7.572473, 7.805300, 7.862394, 8.738826, 20.016702]]
### 10
fourier: [[1.492383, 1.694498, 1.808661, 2.277204, 21.324435], [3.434372, 3.714885, 3.727999, 3.899229, 77.326229], [8.242807, 8.316408, 8.505283, 8.588448, 47.916343], [15.655001, 15.784760, 16.399241, 16.493808, 105.606148], [27.521718, 28.306913, 28.433107, 30.021100, 202.482787], [23.504042, 23.883859, 24.309576, 25.095672, 131.532379], [1.602808, 1.816646, 1.934320, 2.298609, 69.973623], [35.057180, 36.844626, 37.351348, 37.356507, 239.983800], [16.918891, 18.616449, 18.704034, 18.850914, 85.268511], [12.527093, 13.978048, 14.446164, 15.581023, 54.771896], [22.610969, 24.210115, 24.644228, 25.105574, 137.524667], [5.804027, 6.712665, 6.795958, 6.904177, 119.417147], [31.868553, 32.923971, 33.109512, 33.425301, 191.848361], [28.421280, 30.117660, 30.329043, 30.852558, 183.211314]]
### 12
fourier: [[2.023990, 2.059682, 2.285303, 2.665458, 17.308024], [12.449413, 13.323741, 13.730510, 14.334343, 109.022888], [15.318504, 15.783189, 16.350537, 17.657007, 134.331989], [2.896240, 3.577556, 3.759588, 3.864712, 26.414128], [3.192009, 3.283908, 3.405399, 3.803394, 24.708195], [34.831047, 35.935107, 36.328097, 37.003974, 316.131292], [21.981813, 22.398307, 22.630124, 23.317976, 161.686604], [51.488090, 54.474131, 54.628448, 56.307397, 352.393118], [1.515870, 1.653344, 1.802500, 1.857615, 24.573900], [15.451718, 16.194961, 17.078354, 17.142693, 76.445443], [38.286778, 39.314891, 40.042786, 41.217606, 272.631261], [1.198932, 1.222948, 1.480517, 1.679122, 23.125646], [40.452796, 42.158477, 42.998945, 43.238361, 342.389283], [1.264899, 1.469851, 1.674151, 1.675418, 15.334208]]
### 14
fourier: [[12.813939, 12.914677, 13.404853, 14.612811, 81.942359], [15.883046, 16.108014, 16.673308, 17.795956, 108.038838], [2.046020, 2.375902, 2.625740, 3.120126, 65.370367], [7.356053, 7.382579, 7.764489, 8.832130, 35.155448], [19.657744, 19.963704, 20.628793, 22.233537, 139.993573], [0.968721, 1.004722, 1.146512, 1.279518, 22.950844], [7.630678, 7.651618, 7.661521, 9.177751, 54.048213], [6.007546, 6.440805, 6.777473, 6.878972, 59.891708], [3.233029, 3.424847, 3.630779, 3.633701, 43.294551], [0.863367, 0.878213, 0.882060, 1.121102, 67.126004], [3.031113, 3.086789, 3.222737, 3.293646, 21.733540], [12.031623, 12.050403, 12.630038, 13.560024, 97.549027], [11.037267, 11.302545, 11.621575, 11.777608, 89.280866], [1.731654, 1.741191, 1.950288, 2.179947, 80.475938]]
### 16
fourier: [[14.742556, 15.189142, 15.995310, 16.662167, 132.370943], [0.054146, 0.054357, 0.059417, 0.064993, 14.431309], [15.494937, 15.938551, 16.824904, 17.425612, 113.521023], [5.962729, 6.093181, 6.351713, 6.565651, 8.891772], [13.194516, 13.458245, 14.118141, 14.963844, 116.612618], [6.095322, 6.306267, 6.729114, 6.897255, 52.482257], [3.240878, 3.266716, 3.430943, 3.642427, 26.817723], [10.430367, 10.663912, 11.205131, 11.740861, 118.418194], [8.720902, 9.096902, 9.597423, 9.647725, 93.517866], [8.268868, 8.491337, 8.905659, 9.183956, 33.002308], [12.910827, 13.297290, 14.041649, 14.647601, 91.212289], [1.327793, 1.344211, 1.418718, 1.464505, 3.673377], [9.646263, 9.965882, 10.425266, 10.765770, 70.839569], [11.444018, 11.747016, 12.478612, 13.065522, 121.832681]]
### 18
fourier: [[8.123395, 8.383927, 8.911454, 9.328833, 54.405370]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6958695650100708, "train_acc": 0.515, "val_loss": 0.8861249685287476, "val_acc": 0.58}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.82296422123909, "train_acc": 0.555, "val_loss": 0.6848646402359009, "val_acc": 0.58}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6982504427433014, "train_acc": 0.48, "val_loss": 0.7052871584892273, "val_acc": 0.42}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.697346031665802, "train_acc": 0.52, "val_loss": 0.7022091746330261, "val_acc": 0.42}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.683201789855957, "train_acc": 0.6, "val_loss": 0.540266752243042, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.5666236281394958, "train_acc": 0.69, "val_loss": 0.817384660243988, "val_acc": 0.78}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6722777783870697, "train_acc": 0.76, "val_loss": 0.6621435284614563, "val_acc": 0.56}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5939849317073822, "train_acc": 0.67, "val_loss": 0.6955499053001404, "val_acc": 0.54}], "summary": {"total_epochs": 8, "degraded_epochs": 2, "improved_epochs": 6, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.8861249685287476, "final_val_loss": 0.6848646402359009, "initial_val_acc": 0.58, "final_val_acc": 0.58, "best_val_acc": 0.58}, "improved_stage": {"initial_val_loss": 0.7052871584892273, "final_val_loss": 0.6955499053001404, "initial_val_acc": 0.42, "final_val_acc": 0.54, "best_val_acc": 0.78, "best_epoch": 4}, "improvement": 0.20000000000000007, "first_improvement_epoch": 1}}
|
9,964
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.32, "improved_accuracy": 0.8, "improvement": 0.48000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2415, "learning_rate": 0.09512248996454484, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.698069, 31.882172, 33.679944, 34.044214, 34.554217], [34.394205, 35.381837, 35.558014, 35.779858, 36.191347], [12.847258, 13.016078, 14.156805, 17.458108, 77.947036], [41.032623, 48.876245, 50.145554, 59.385199, 434.533023], [41.250472, 42.690452, 43.039405, 44.068628, 125.030027], [31.285306, 33.712659, 36.842864, 37.020131, 125.335325], [54.455976, 56.238390, 56.624333, 64.804801, 385.333900], [24.008667, 24.726200, 27.214920, 28.813206, 140.709787], [45.953576, 48.435541, 54.608566, 62.481787, 411.373915], [17.115320, 18.309598, 21.053752, 21.249403, 163.370184], [51.908844, 53.052020, 55.813375, 59.063070, 114.322381], [54.550043, 55.983668, 64.318004, 65.207161, 483.435630], [38.908569, 45.035381, 48.839693, 51.147017, 51.393021], [38.295118, 39.873510, 42.393131, 45.205904, 47.218106]]
### 2
fourier: [[30.204239, 31.594691, 32.476450, 33.267597, 41.003315], [29.587779, 30.300803, 31.040630, 31.969208, 109.805309], [35.749276, 36.446746, 36.581362, 38.468758, 146.152247], [39.941944, 44.286074, 44.733140, 45.189325, 46.419320], [14.116283, 14.618763, 15.317539, 15.931489, 17.227455], [54.441140, 55.637770, 57.954343, 61.087975, 62.948168], [36.046423, 37.613025, 43.178515, 45.000376, 226.898525], [63.442309, 66.456717, 69.822915, 72.998718, 74.217634], [28.299818, 29.529165, 31.486468, 33.336399, 33.399125], [72.218361, 75.257229, 76.695128, 82.294523, 89.542357], [19.238157, 19.703630, 22.088647, 22.595867, 122.436845], [69.394399, 70.418601, 72.021760, 77.339863, 255.207109], [17.742601, 18.042928, 18.363767, 18.939465, 73.935908], [44.790855, 46.343708, 46.491677, 48.850394, 50.508592]]
### 4
fourier: [[15.658780, 18.727806, 18.804356, 20.042621, 113.271633], [57.920011, 63.114388, 77.032510, 77.222344, 315.310223], [44.914839, 50.015561, 58.389157, 59.477292, 238.704805], [23.984346, 25.268676, 30.034698, 40.120845, 110.583507], [49.501944, 50.207951, 56.196709, 61.621145, 225.048476], [31.757664, 33.402370, 37.543128, 40.992667, 51.676026], [30.823100, 32.914722, 35.772081, 38.748628, 67.711166], [42.431861, 43.661997, 44.388777, 48.135014, 114.031342], [60.720268, 60.728451, 60.831736, 61.910169, 151.914721], [39.959983, 40.234450, 42.262066, 45.063697, 70.082492], [35.588392, 37.590307, 38.584190, 42.025466, 44.371702], [84.762999, 85.031966, 86.722712, 93.491008, 189.488904], [88.672092, 89.168403, 93.114675, 93.285617, 193.612465], [14.739775, 15.027462, 15.391976, 16.075572, 17.585108]]
### 6
fourier: [[104.821199, 107.084340, 108.224500, 115.496904, 169.225533], [25.862088, 27.336381, 29.081203, 32.300620, 51.330064], [92.746759, 94.155386, 95.453604, 101.626177, 118.591751], [105.431585, 108.401607, 110.322544, 116.721099, 232.102189], [77.524814, 80.448028, 87.927587, 91.397431, 250.788804], [26.988322, 27.782052, 29.531313, 29.874952, 49.263817], [132.405728, 136.948668, 138.275857, 141.176362, 365.464567], [157.807761, 166.232537, 174.784365, 181.371538, 600.876533], [166.787900, 171.822198, 176.686105, 186.844607, 574.776611], [46.021102, 51.167624, 51.460433, 57.866806, 76.018606], [64.504809, 66.261235, 67.630260, 71.860523, 218.410709], [123.351360, 127.539380, 127.953975, 134.079624, 241.915935], [52.683107, 54.854536, 55.112115, 56.416584, 56.729720], [108.229103, 108.478957, 112.560138, 116.428690, 208.819795]]
### 8
fourier: [[210.078839, 210.884015, 214.691414, 219.265584, 771.105474], [84.090660, 85.051996, 94.473845, 95.473112, 305.321101], [160.123465, 164.174338, 166.171829, 167.261264, 491.075419], [115.658666, 120.059176, 120.731460, 123.637502, 479.818933], [247.375588, 251.850111, 255.552377, 258.531800, 794.984893], [220.607758, 221.335718, 227.184516, 227.474423, 693.989399], [199.993368, 201.374076, 205.782225, 206.951116, 612.149956], [145.385804, 150.801535, 151.010364, 153.562472, 559.079976], [73.896393, 76.769704, 85.677668, 86.211403, 264.940232], [14.269108, 14.374656, 15.175315, 17.123626, 20.489882], [160.149801, 165.073448, 166.604761, 167.440951, 554.661494], [161.487086, 171.285024, 177.804569, 178.115674, 674.093549], [116.332374, 121.830603, 123.237267, 123.999505, 353.508920], [109.394955, 111.528984, 113.603059, 113.710780, 368.251361]]
### 10
fourier: [[134.171191, 139.552477, 141.003203, 143.712690, 408.642402], [159.979308, 167.812518, 171.098103, 173.825043, 401.050754], [347.543504, 365.960978, 375.398978, 379.423144, 1167.547026], [249.960682, 256.189699, 258.026825, 261.854478, 892.598159], [39.436033, 41.201991, 47.262347, 47.629625, 117.667417], [551.086422, 574.475204, 579.795911, 588.982882, 1831.060650], [8.801341, 9.165582, 9.275207, 9.356820, 101.917477], [229.393891, 232.498716, 235.707649, 237.294709, 837.326186], [493.788738, 513.384898, 516.190780, 524.826663, 1681.545018], [254.137722, 267.177954, 272.958114, 276.378500, 899.398577], [234.050907, 243.867755, 246.075294, 249.881430, 729.358708], [331.993217, 346.449311, 350.234846, 356.168514, 1063.434511], [393.600647, 410.072088, 413.563116, 420.426237, 1305.407814], [526.984142, 545.658196, 546.040746, 554.560258, 1853.575278]]
### 12
fourier: [[1471.465148, 1532.388825, 1548.021673, 1571.423652, 5229.123921], [711.567661, 749.834425, 776.458543, 780.568216, 2221.704193], [1609.365802, 1677.896588, 1698.217054, 1724.170351, 5582.746585], [539.707968, 564.200450, 575.349511, 581.706649, 1809.006242], [1608.246396, 1683.348909, 1717.973015, 1736.748072, 5407.655935], [330.971118, 348.408868, 359.943528, 361.964056, 999.092855], [1321.252783, 1371.662517, 1378.285666, 1398.435344, 4632.839985], [1440.329365, 1497.926773, 1509.601570, 1533.322585, 5130.272394], [285.677400, 300.189665, 309.921036, 311.977808, 797.845524], [1173.359465, 1221.586391, 1232.469898, 1250.832163, 4225.001567], [1078.524932, 1125.536766, 1145.129348, 1159.382808, 3526.100733], [1523.900370, 1586.338569, 1602.639160, 1624.542547, 5308.588012], [257.013313, 264.665006, 265.743572, 269.805600, 945.684461], [1474.658791, 1536.080118, 1554.445549, 1574.134076, 5132.298492]]
### 14
fourier: [[371.446870, 393.390199, 403.186195, 403.730700, 1353.544226], [225.303792, 231.951464, 237.082011, 238.706626, 834.604689], [93.242207, 95.840752, 97.037208, 98.118456, 250.864211], [190.102989, 190.264951, 191.582075, 192.069183, 772.840987], [314.831963, 330.123627, 337.563755, 339.430841, 1056.947430], [361.721402, 374.748135, 383.953357, 388.324922, 1351.242885], [62.952814, 63.945856, 64.301123, 74.215624, 269.569832], [292.891744, 310.481578, 319.862626, 322.056054, 1005.007123], [146.278613, 148.440165, 149.858926, 159.083415, 660.545455], [725.513840, 763.979960, 783.328363, 785.172541, 2579.116789], [226.857934, 237.710103, 240.265750, 241.304518, 899.325061], [143.217619, 147.564704, 150.463714, 153.614104, 485.106960], [797.118616, 841.088410, 865.517685, 866.831627, 2820.085704], [113.480556, 116.807504, 118.502377, 119.139093, 413.168720]]
### 16
fourier: [[728.466888, 768.990594, 789.156413, 790.003857, 2643.936442]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.698069, 31.882172, 33.679944, 34.044214, 34.554217], [34.394205, 35.381837, 35.558014, 35.779858, 36.191347], [12.847258, 13.016078, 14.156805, 17.458108, 77.947036], [41.032623, 48.876245, 50.145554, 59.385199, 434.533023], [41.250472, 42.690452, 43.039405, 44.068628, 125.030027], [31.285306, 33.712659, 36.842864, 37.020131, 125.335325], [54.455976, 56.238390, 56.624333, 64.804801, 385.333900], [24.008667, 24.726200, 27.214920, 28.813206, 140.709787], [45.953576, 48.435541, 54.608566, 62.481787, 411.373915], [17.115320, 18.309598, 21.053752, 21.249403, 163.370184], [51.908844, 53.052020, 55.813375, 59.063070, 114.322381], [54.550043, 55.983668, 64.318004, 65.207161, 483.435630], [38.908569, 45.035381, 48.839693, 51.147017, 51.393021], [38.295118, 39.873510, 42.393131, 45.205904, 47.218106]]
### 2
fourier: [[30.204239, 31.594691, 32.476450, 33.267597, 41.003315], [29.587779, 30.300803, 31.040630, 31.969208, 109.805309], [35.749276, 36.446746, 36.581362, 38.468758, 146.152247], [39.941944, 44.286074, 44.733140, 45.189325, 46.419320], [14.116283, 14.618763, 15.317539, 15.931489, 17.227455], [54.441140, 55.637770, 57.954343, 61.087975, 62.948168], [36.046423, 37.613025, 43.178515, 45.000376, 226.898525], [63.442309, 66.456717, 69.822915, 72.998718, 74.217634], [28.299818, 29.529165, 31.486468, 33.336399, 33.399125], [72.218361, 75.257229, 76.695128, 82.294523, 89.542357], [19.238157, 19.703630, 22.088647, 22.595867, 122.436845], [69.394399, 70.418601, 72.021760, 77.339863, 255.207109], [17.742601, 18.042928, 18.363767, 18.939465, 73.935908], [44.790855, 46.343708, 46.491677, 48.850394, 50.508592]]
### 4
fourier: [[15.658780, 18.727806, 18.804356, 20.042621, 113.271633], [57.920011, 63.114388, 77.032510, 77.222344, 315.310223], [44.914839, 50.015561, 58.389157, 59.477292, 238.704805], [23.984346, 25.268676, 30.034698, 40.120845, 110.583507], [49.501944, 50.207951, 56.196709, 61.621145, 225.048476], [31.757664, 33.402370, 37.543128, 40.992667, 51.676026], [30.823100, 32.914722, 35.772081, 38.748628, 67.711166], [42.431861, 43.661997, 44.388777, 48.135014, 114.031342], [60.720268, 60.728451, 60.831736, 61.910169, 151.914721], [39.959983, 40.234450, 42.262066, 45.063697, 70.082492], [35.588392, 37.590307, 38.584190, 42.025466, 44.371702], [84.762999, 85.031966, 86.722712, 93.491008, 189.488904], [88.672092, 89.168403, 93.114675, 93.285617, 193.612465], [14.739775, 15.027462, 15.391976, 16.075572, 17.585108]]
### 6
fourier: [[104.821199, 107.084340, 108.224500, 115.496904, 169.225533], [25.862088, 27.336381, 29.081203, 32.300620, 51.330064], [92.746759, 94.155386, 95.453604, 101.626177, 118.591751], [105.431585, 108.401607, 110.322544, 116.721099, 232.102189], [77.524814, 80.448028, 87.927587, 91.397431, 250.788804], [26.988322, 27.782052, 29.531313, 29.874952, 49.263817], [132.405728, 136.948668, 138.275857, 141.176362, 365.464567], [157.807761, 166.232537, 174.784365, 181.371538, 600.876533], [166.787900, 171.822198, 176.686105, 186.844607, 574.776611], [46.021102, 51.167624, 51.460433, 57.866806, 76.018606], [64.504809, 66.261235, 67.630260, 71.860523, 218.410709], [123.351360, 127.539380, 127.953975, 134.079624, 241.915935], [52.683107, 54.854536, 55.112115, 56.416584, 56.729720], [108.229103, 108.478957, 112.560138, 116.428690, 208.819795]]
### 8
fourier: [[210.078839, 210.884015, 214.691414, 219.265584, 771.105474], [84.090660, 85.051996, 94.473845, 95.473112, 305.321101], [160.123465, 164.174338, 166.171829, 167.261264, 491.075419], [115.658666, 120.059176, 120.731460, 123.637502, 479.818933], [247.375588, 251.850111, 255.552377, 258.531800, 794.984893], [220.607758, 221.335718, 227.184516, 227.474423, 693.989399], [199.993368, 201.374076, 205.782225, 206.951116, 612.149956], [145.385804, 150.801535, 151.010364, 153.562472, 559.079976], [73.896393, 76.769704, 85.677668, 86.211403, 264.940232], [14.269108, 14.374656, 15.175315, 17.123626, 20.489882], [160.149801, 165.073448, 166.604761, 167.440951, 554.661494], [161.487086, 171.285024, 177.804569, 178.115674, 674.093549], [116.332374, 121.830603, 123.237267, 123.999505, 353.508920], [109.394955, 111.528984, 113.603059, 113.710780, 368.251361]]
### 10
fourier: [[134.171191, 139.552477, 141.003203, 143.712690, 408.642402], [159.979308, 167.812518, 171.098103, 173.825043, 401.050754], [347.543504, 365.960978, 375.398978, 379.423144, 1167.547026], [249.960682, 256.189699, 258.026825, 261.854478, 892.598159], [39.436033, 41.201991, 47.262347, 47.629625, 117.667417], [551.086422, 574.475204, 579.795911, 588.982882, 1831.060650], [8.801341, 9.165582, 9.275207, 9.356820, 101.917477], [229.393891, 232.498716, 235.707649, 237.294709, 837.326186], [493.788738, 513.384898, 516.190780, 524.826663, 1681.545018], [254.137722, 267.177954, 272.958114, 276.378500, 899.398577], [234.050907, 243.867755, 246.075294, 249.881430, 729.358708], [331.993217, 346.449311, 350.234846, 356.168514, 1063.434511], [393.600647, 410.072088, 413.563116, 420.426237, 1305.407814], [526.984142, 545.658196, 546.040746, 554.560258, 1853.575278]]
### 12
fourier: [[1471.465148, 1532.388825, 1548.021673, 1571.423652, 5229.123921], [711.567661, 749.834425, 776.458543, 780.568216, 2221.704193], [1609.365802, 1677.896588, 1698.217054, 1724.170351, 5582.746585], [539.707968, 564.200450, 575.349511, 581.706649, 1809.006242], [1608.246396, 1683.348909, 1717.973015, 1736.748072, 5407.655935], [330.971118, 348.408868, 359.943528, 361.964056, 999.092855], [1321.252783, 1371.662517, 1378.285666, 1398.435344, 4632.839985], [1440.329365, 1497.926773, 1509.601570, 1533.322585, 5130.272394], [285.677400, 300.189665, 309.921036, 311.977808, 797.845524], [1173.359465, 1221.586391, 1232.469898, 1250.832163, 4225.001567], [1078.524932, 1125.536766, 1145.129348, 1159.382808, 3526.100733], [1523.900370, 1586.338569, 1602.639160, 1624.542547, 5308.588012], [257.013313, 264.665006, 265.743572, 269.805600, 945.684461], [1474.658791, 1536.080118, 1554.445549, 1574.134076, 5132.298492]]
### 14
fourier: [[371.446870, 393.390199, 403.186195, 403.730700, 1353.544226], [225.303792, 231.951464, 237.082011, 238.706626, 834.604689], [93.242207, 95.840752, 97.037208, 98.118456, 250.864211], [190.102989, 190.264951, 191.582075, 192.069183, 772.840987], [314.831963, 330.123627, 337.563755, 339.430841, 1056.947430], [361.721402, 374.748135, 383.953357, 388.324922, 1351.242885], [62.952814, 63.945856, 64.301123, 74.215624, 269.569832], [292.891744, 310.481578, 319.862626, 322.056054, 1005.007123], [146.278613, 148.440165, 149.858926, 159.083415, 660.545455], [725.513840, 763.979960, 783.328363, 785.172541, 2579.116789], [226.857934, 237.710103, 240.265750, 241.304518, 899.325061], [143.217619, 147.564704, 150.463714, 153.614104, 485.106960], [797.118616, 841.088410, 865.517685, 866.831627, 2820.085704], [113.480556, 116.807504, 118.502377, 119.139093, 413.168720]]
### 16
fourier: [[728.466888, 768.990594, 789.156413, 790.003857, 2643.936442]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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"network.16.weight": [[-0.474505, 0.070369, 0.071292, -0.276307, 0.059921, -0.094013, -0.139005, 0.160215, 0.16115, -0.41893, 0.335392, 0.180891, -0.302741, 0.142951]], "network.16.bias": [0.110463]}}
|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6819107532501221, "train_acc": 0.595, "val_loss": 0.8140609860420227, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.5987915098667145, "train_acc": 0.595, "val_loss": 7.442049503326416, "val_acc": 0.4}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 2.2121357321739197, "train_acc": 0.585, "val_loss": 0.7052963972091675, "val_acc": 0.32}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.5410673022270203, "train_acc": 0.61, "val_loss": 0.5372359156608582, "val_acc": 0.74}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6172200441360474, "train_acc": 0.585, "val_loss": 0.5898736715316772, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6122471392154694, "train_acc": 0.59, "val_loss": 0.5946745872497559, "val_acc": 0.7}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.557801365852356, "train_acc": 0.74, "val_loss": 0.5747917294502258, "val_acc": 0.8}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.8140609860420227, "final_val_loss": 0.7052963972091675, "initial_val_acc": 0.4, "final_val_acc": 0.32, "best_val_acc": 0.32}, "improved_stage": {"initial_val_loss": 0.5372359156608582, "final_val_loss": 0.5747917294502258, "initial_val_acc": 0.74, "final_val_acc": 0.8, "best_val_acc": 0.8, "best_epoch": 6}, "improvement": 0.48000000000000004, "first_improvement_epoch": 2}}
|
9,965
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.52, "improved_accuracy": 0.84, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8441, "learning_rate": 0.08568033842129065, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.881681, 22.587101, 24.104479, 24.777173, 141.133173], [17.157923, 19.427769, 21.093488, 22.768984, 112.720975], [23.178158, 23.614352, 23.727681, 23.957670, 25.146349], [32.372331, 32.896223, 35.947708, 39.873779, 309.759441], [14.550152, 15.425420, 15.850492, 16.996307, 170.499651], [21.205174, 24.613077, 25.440594, 28.447210, 152.969062], [12.082713, 12.198203, 12.336726, 14.954217, 19.356967], [23.414712, 24.689058, 29.895383, 34.347874, 34.634863], [21.332716, 22.481099, 26.892896, 33.517789, 86.104956], [13.340054, 14.936988, 16.482604, 19.174090, 70.008888], [13.443131, 13.873360, 14.072772, 16.978801, 26.895345]]
### 2
fourier: [[10.918390, 11.430040, 11.724520, 12.139263, 126.354808], [13.448608, 14.720383, 15.234442, 19.160016, 33.537090], [25.294475, 26.278565, 27.642067, 28.787766, 229.518633], [4.879423, 4.889675, 5.066709, 5.884935, 7.656963], [11.940081, 12.202196, 12.281623, 13.155490, 134.190591], [13.622064, 13.972163, 15.440234, 18.624837, 80.790827], [15.514683, 18.945023, 21.611195, 22.995925, 81.183156], [37.069770, 37.884371, 39.821176, 50.630819, 179.816236], [16.789001, 17.442966, 20.684040, 21.085300, 174.552545], [15.614646, 16.304863, 16.831429, 18.830984, 119.360894], [41.923683, 42.699891, 43.098652, 43.331943, 335.636468]]
### 4
fourier: [[13.364727, 15.240729, 15.798225, 17.146747, 149.255172], [14.949944, 15.019817, 15.102611, 15.324699, 133.248351], [5.976014, 6.452409, 6.703918, 6.736006, 37.332953], [18.400386, 19.426955, 22.595662, 22.650747, 75.311493], [9.626244, 10.210160, 11.860803, 13.970430, 75.380712], [16.017274, 18.142733, 18.453333, 23.863836, 94.126129], [31.453698, 31.656365, 33.216448, 42.373645, 150.129234], [16.853994, 16.885558, 17.737074, 20.641929, 34.178751], [4.637540, 4.747178, 5.658079, 6.065515, 10.710887], [16.821659, 17.020104, 19.025615, 21.042143, 126.707113], [3.283606, 3.412275, 3.483902, 3.687394, 36.047235]]
### 6
fourier: [[7.095043, 7.466784, 7.731346, 10.128634, 44.884007], [22.839418, 23.247784, 24.575736, 31.871181, 122.108940], [27.768092, 32.382852, 33.394963, 43.699966, 185.781457], [16.697774, 19.399085, 20.465344, 26.936310, 137.440764], [13.454077, 14.340030, 15.413095, 19.658379, 59.231607], [33.471677, 36.205130, 37.680794, 49.911232, 250.585165], [20.271316, 20.645997, 20.837854, 26.785374, 104.777199], [12.777296, 13.166072, 14.547373, 18.439347, 66.498626], [16.131486, 16.732203, 17.403661, 23.200823, 69.898091], [10.866670, 11.716423, 12.421071, 13.359700, 16.887559], [11.239244, 12.741145, 14.032399, 17.770732, 71.586022]]
### 8
fourier: [[23.324613, 25.578357, 29.124405, 37.639416, 197.317422], [12.787818, 12.796535, 13.579308, 18.253041, 56.745346], [8.942573, 9.211071, 9.473468, 11.363295, 50.136018], [11.791758, 13.028231, 14.578204, 19.055662, 103.912107], [17.708045, 20.228367, 20.531891, 27.566226, 71.202549], [9.942595, 10.467595, 11.745509, 15.515363, 65.255540], [11.917454, 13.704966, 15.306336, 19.929927, 100.095412], [15.933047, 16.049332, 16.238526, 21.330109, 100.540978], [31.834440, 34.527954, 36.174728, 48.301198, 217.587854], [19.381816, 19.603368, 19.683751, 26.374433, 73.772164], [24.430540, 27.043727, 29.815887, 39.109568, 184.671140]]
### 10
fourier: [[26.353999, 28.561446, 32.871590, 44.096508, 215.015168], [1.917766, 2.254241, 2.407632, 2.445583, 12.291021], [3.005884, 3.337320, 3.375824, 4.353310, 30.879101], [10.541980, 11.730643, 13.128958, 17.677453, 89.125435], [17.726133, 20.521787, 21.948214, 29.435799, 100.991995], [5.049660, 5.286985, 6.257607, 8.370185, 30.006584], [13.263117, 14.923957, 16.797588, 22.138825, 87.614071], [7.876684, 8.141268, 8.550891, 10.705365, 89.779275], [21.620983, 24.438699, 27.203678, 36.375689, 154.503758], [17.032464, 18.410192, 19.434288, 25.908536, 53.992585], [0.504394, 0.519055, 0.563015, 0.668664, 13.675421]]
### 12
fourier: [[15.775339, 17.634558, 19.199057, 26.037480, 77.735706], [12.649349, 13.638953, 15.830695, 20.857058, 89.848176], [12.877835, 13.739942, 15.772116, 20.617360, 102.907833], [16.801947, 18.881100, 21.080763, 28.330982, 139.750573], [18.707171, 20.342857, 23.370678, 30.837361, 146.571420], [23.617889, 26.544692, 29.943127, 39.992461, 140.583319], [11.453767, 11.506102, 13.844889, 17.582256, 75.398257], [22.332418, 25.162187, 27.992378, 37.721863, 136.492553], [19.063850, 21.255701, 23.698295, 31.871265, 102.088828], [16.745093, 19.180429, 21.328611, 28.350559, 123.727346], [0.970758, 0.971890, 0.989265, 1.076476, 6.678978]]
### 14
fourier: [[4.010756, 4.112923, 5.020407, 6.468203, 13.910818], [0.343581, 0.343620, 0.344139, 0.367522, 7.562176], [17.132031, 18.982287, 21.616829, 28.985300, 102.209171], [27.625342, 30.590300, 35.087272, 46.797448, 126.353027], [17.283885, 19.302855, 21.865219, 29.323999, 102.015503], [4.051163, 4.183810, 4.452740, 5.278694, 6.930511], [29.077865, 32.607645, 36.948932, 49.703273, 140.849955], [29.471949, 32.960048, 37.426063, 50.380257, 148.122132], [20.687292, 23.147867, 26.403955, 35.219208, 83.136145], [8.827072, 9.502175, 11.000592, 14.651766, 33.705082], [19.037826, 21.247497, 23.976799, 32.331037, 61.360737]]
### 16
fourier: [[43.573285, 47.866494, 54.894471, 73.970565, 178.964472], [17.435755, 18.594360, 21.922254, 29.728231, 65.716045], [24.347815, 26.570928, 30.803084, 41.499952, 119.360483], [25.300531, 27.323259, 31.964321, 43.135424, 108.001388], [4.650341, 4.663947, 5.668285, 7.957090, 28.149337], [47.764379, 52.697702, 60.072979, 80.949096, 199.724053], [8.004577, 9.204919, 10.105355, 13.420636, 40.998048], [25.377002, 28.693644, 32.355443, 42.956316, 109.234100], [57.608533, 63.583650, 72.627048, 97.723204, 242.248238], [15.785841, 17.014969, 19.869362, 26.954364, 96.805441], [48.877721, 53.966690, 61.638291, 82.929295, 204.716615]]
### 18
fourier: [[58.449356, 63.122101, 73.021196, 98.466646, 232.590928], [26.516131, 29.305432, 33.751976, 44.907721, 136.298125], [58.883429, 64.041710, 73.884910, 99.227474, 233.949150], [62.558574, 68.289622, 78.904991, 105.738129, 268.537086], [7.861044, 8.503915, 8.871689, 10.045595, 14.158977], [46.163954, 49.953874, 57.865844, 77.824604, 207.114988], [12.053474, 13.172665, 15.262565, 20.282346, 67.622789], [85.383818, 92.429944, 106.976742, 144.022282, 344.460507], [40.558723, 44.455615, 51.272061, 68.521440, 189.646068], [25.409235, 27.309231, 31.669210, 42.767815, 100.008808], [27.937896, 30.373388, 35.067760, 47.091733, 123.118595]]
### 20
fourier: [[57.905132, 61.756087, 72.063115, 97.304820, 210.513698]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.881681, 22.587101, 24.104479, 24.777173, 141.133173], [17.157923, 19.427769, 21.093488, 22.768984, 112.720975], [23.178158, 23.614352, 23.727681, 23.957670, 25.146349], [32.372331, 32.896223, 35.947708, 39.873779, 309.759441], [14.550152, 15.425420, 15.850492, 16.996307, 170.499651], [21.205174, 24.613077, 25.440594, 28.447210, 152.969062], [12.082713, 12.198203, 12.336726, 14.954217, 19.356967], [23.414712, 24.689058, 29.895383, 34.347874, 34.634863], [21.332716, 22.481099, 26.892896, 33.517789, 86.104956], [13.340054, 14.936988, 16.482604, 19.174090, 70.008888], [13.443131, 13.873360, 14.072772, 16.978801, 26.895345]]
### 2
fourier: [[10.918390, 11.430040, 11.724520, 12.139263, 126.354808], [13.448608, 14.720383, 15.234442, 19.160016, 33.537090], [25.294475, 26.278565, 27.642067, 28.787766, 229.518633], [4.879423, 4.889675, 5.066709, 5.884935, 7.656963], [11.940081, 12.202196, 12.281623, 13.155490, 134.190591], [13.622064, 13.972163, 15.440234, 18.624837, 80.790827], [15.514683, 18.945023, 21.611195, 22.995925, 81.183156], [37.069770, 37.884371, 39.821176, 50.630819, 179.816236], [16.789001, 17.442966, 20.684040, 21.085300, 174.552545], [15.614646, 16.304863, 16.831429, 18.830984, 119.360894], [41.923683, 42.699891, 43.098652, 43.331943, 335.636468]]
### 4
fourier: [[13.364727, 15.240729, 15.798225, 17.146747, 149.255172], [14.949944, 15.019817, 15.102611, 15.324699, 133.248351], [5.976014, 6.452409, 6.703918, 6.736006, 37.332953], [18.400386, 19.426955, 22.595662, 22.650747, 75.311493], [9.626244, 10.210160, 11.860803, 13.970430, 75.380712], [16.017274, 18.142733, 18.453333, 23.863836, 94.126129], [31.453698, 31.656365, 33.216448, 42.373645, 150.129234], [16.853994, 16.885558, 17.737074, 20.641929, 34.178751], [4.637540, 4.747178, 5.658079, 6.065515, 10.710887], [16.821659, 17.020104, 19.025615, 21.042143, 126.707113], [3.283606, 3.412275, 3.483902, 3.687394, 36.047235]]
### 6
fourier: [[7.095043, 7.466784, 7.731346, 10.128634, 44.884007], [22.839418, 23.247784, 24.575736, 31.871181, 122.108940], [27.768092, 32.382852, 33.394963, 43.699966, 185.781457], [16.697774, 19.399085, 20.465344, 26.936310, 137.440764], [13.454077, 14.340030, 15.413095, 19.658379, 59.231607], [33.471677, 36.205130, 37.680794, 49.911232, 250.585165], [20.271316, 20.645997, 20.837854, 26.785374, 104.777199], [12.777296, 13.166072, 14.547373, 18.439347, 66.498626], [16.131486, 16.732203, 17.403661, 23.200823, 69.898091], [10.866670, 11.716423, 12.421071, 13.359700, 16.887559], [11.239244, 12.741145, 14.032399, 17.770732, 71.586022]]
### 8
fourier: [[23.324613, 25.578357, 29.124405, 37.639416, 197.317422], [12.787818, 12.796535, 13.579308, 18.253041, 56.745346], [8.942573, 9.211071, 9.473468, 11.363295, 50.136018], [11.791758, 13.028231, 14.578204, 19.055662, 103.912107], [17.708045, 20.228367, 20.531891, 27.566226, 71.202549], [9.942595, 10.467595, 11.745509, 15.515363, 65.255540], [11.917454, 13.704966, 15.306336, 19.929927, 100.095412], [15.933047, 16.049332, 16.238526, 21.330109, 100.540978], [31.834440, 34.527954, 36.174728, 48.301198, 217.587854], [19.381816, 19.603368, 19.683751, 26.374433, 73.772164], [24.430540, 27.043727, 29.815887, 39.109568, 184.671140]]
### 10
fourier: [[26.353999, 28.561446, 32.871590, 44.096508, 215.015168], [1.917766, 2.254241, 2.407632, 2.445583, 12.291021], [3.005884, 3.337320, 3.375824, 4.353310, 30.879101], [10.541980, 11.730643, 13.128958, 17.677453, 89.125435], [17.726133, 20.521787, 21.948214, 29.435799, 100.991995], [5.049660, 5.286985, 6.257607, 8.370185, 30.006584], [13.263117, 14.923957, 16.797588, 22.138825, 87.614071], [7.876684, 8.141268, 8.550891, 10.705365, 89.779275], [21.620983, 24.438699, 27.203678, 36.375689, 154.503758], [17.032464, 18.410192, 19.434288, 25.908536, 53.992585], [0.504394, 0.519055, 0.563015, 0.668664, 13.675421]]
### 12
fourier: [[15.775339, 17.634558, 19.199057, 26.037480, 77.735706], [12.649349, 13.638953, 15.830695, 20.857058, 89.848176], [12.877835, 13.739942, 15.772116, 20.617360, 102.907833], [16.801947, 18.881100, 21.080763, 28.330982, 139.750573], [18.707171, 20.342857, 23.370678, 30.837361, 146.571420], [23.617889, 26.544692, 29.943127, 39.992461, 140.583319], [11.453767, 11.506102, 13.844889, 17.582256, 75.398257], [22.332418, 25.162187, 27.992378, 37.721863, 136.492553], [19.063850, 21.255701, 23.698295, 31.871265, 102.088828], [16.745093, 19.180429, 21.328611, 28.350559, 123.727346], [0.970758, 0.971890, 0.989265, 1.076476, 6.678978]]
### 14
fourier: [[4.010756, 4.112923, 5.020407, 6.468203, 13.910818], [0.343581, 0.343620, 0.344139, 0.367522, 7.562176], [17.132031, 18.982287, 21.616829, 28.985300, 102.209171], [27.625342, 30.590300, 35.087272, 46.797448, 126.353027], [17.283885, 19.302855, 21.865219, 29.323999, 102.015503], [4.051163, 4.183810, 4.452740, 5.278694, 6.930511], [29.077865, 32.607645, 36.948932, 49.703273, 140.849955], [29.471949, 32.960048, 37.426063, 50.380257, 148.122132], [20.687292, 23.147867, 26.403955, 35.219208, 83.136145], [8.827072, 9.502175, 11.000592, 14.651766, 33.705082], [19.037826, 21.247497, 23.976799, 32.331037, 61.360737]]
### 16
fourier: [[43.573285, 47.866494, 54.894471, 73.970565, 178.964472], [17.435755, 18.594360, 21.922254, 29.728231, 65.716045], [24.347815, 26.570928, 30.803084, 41.499952, 119.360483], [25.300531, 27.323259, 31.964321, 43.135424, 108.001388], [4.650341, 4.663947, 5.668285, 7.957090, 28.149337], [47.764379, 52.697702, 60.072979, 80.949096, 199.724053], [8.004577, 9.204919, 10.105355, 13.420636, 40.998048], [25.377002, 28.693644, 32.355443, 42.956316, 109.234100], [57.608533, 63.583650, 72.627048, 97.723204, 242.248238], [15.785841, 17.014969, 19.869362, 26.954364, 96.805441], [48.877721, 53.966690, 61.638291, 82.929295, 204.716615]]
### 18
fourier: [[58.449356, 63.122101, 73.021196, 98.466646, 232.590928], [26.516131, 29.305432, 33.751976, 44.907721, 136.298125], [58.883429, 64.041710, 73.884910, 99.227474, 233.949150], [62.558574, 68.289622, 78.904991, 105.738129, 268.537086], [7.861044, 8.503915, 8.871689, 10.045595, 14.158977], [46.163954, 49.953874, 57.865844, 77.824604, 207.114988], [12.053474, 13.172665, 15.262565, 20.282346, 67.622789], [85.383818, 92.429944, 106.976742, 144.022282, 344.460507], [40.558723, 44.455615, 51.272061, 68.521440, 189.646068], [25.409235, 27.309231, 31.669210, 42.767815, 100.008808], [27.937896, 30.373388, 35.067760, 47.091733, 123.118595]]
### 20
fourier: [[57.905132, 61.756087, 72.063115, 97.304820, 210.513698]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7107588350772858, "train_acc": 0.42, "val_loss": 0.6924991011619568, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6829981505870819, "train_acc": 0.56, "val_loss": 0.6910226345062256, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6869679689407349, "train_acc": 0.56, "val_loss": 0.6033140420913696, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 31.195236384868622, "train_acc": 0.495, "val_loss": 0.41444313526153564, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5826891958713531, "train_acc": 0.69, "val_loss": 0.7127368450164795, "val_acc": 0.48}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6979361474514008, "train_acc": 0.505, "val_loss": 0.7140985131263733, "val_acc": 0.52}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.7134588658809662, "train_acc": 0.495, "val_loss": 0.6914511919021606, "val_acc": 0.48}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.6924991011619568, "final_val_loss": 0.6033140420913696, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.41444313526153564, "final_val_loss": 0.6914511919021606, "initial_val_acc": 0.84, "final_val_acc": 0.48, "best_val_acc": 0.84, "best_epoch": 3}, "improvement": 0.31999999999999995, "first_improvement_epoch": 2}}
|
9,966
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.42, "improved_accuracy": 0.98, "improvement": 0.56, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4671, "learning_rate": 0.08612268402903289, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.535146, 20.229709, 23.348063, 24.678582, 197.942668], [35.376122, 35.532577, 35.643268, 36.838433, 105.182245], [48.394054, 48.721602, 53.259606, 58.423763, 136.097669], [23.764425, 24.827602, 24.852169, 31.872169, 35.846906], [34.525588, 34.949615, 35.381147, 37.705415, 347.268918], [24.296986, 24.628731, 27.073115, 34.340444, 37.711555], [22.722194, 24.298463, 25.866656, 26.355843, 68.789556], [21.814714, 24.823100, 26.388654, 30.003263, 204.221461], [37.082126, 39.559338, 42.565868, 48.899119, 364.997105], [34.268541, 35.271509, 37.156557, 37.316996, 322.129547], [42.509083, 42.822272, 44.764379, 49.408794, 367.641084]]
### 2
fourier: [[49.250752, 49.329005, 50.073633, 54.653869, 55.989938], [30.888779, 32.866949, 36.379865, 36.429954, 215.466880], [54.456030, 57.219042, 60.405598, 66.098523, 68.138564], [20.779686, 25.947249, 26.525977, 27.902047, 190.372367], [17.866036, 23.696393, 24.451874, 26.051026, 154.584456], [43.401271, 43.949337, 44.450497, 49.097635, 218.647126], [58.306085, 59.522470, 64.330582, 65.387523, 292.482857], [23.304157, 25.553566, 26.657885, 27.802136, 145.900659], [24.889432, 25.432567, 26.414413, 28.837181, 124.387943], [39.044898, 43.002864, 43.484696, 46.621697, 53.434939], [54.330900, 56.127039, 58.115992, 60.867213, 123.844057]]
### 4
fourier: [[44.298184, 45.073966, 48.932096, 49.307231, 115.814140], [47.715789, 48.663324, 51.985038, 52.445627, 188.168373], [21.080488, 21.369744, 23.421420, 23.576724, 96.058708], [104.410889, 107.322932, 114.247351, 115.223742, 279.142825], [63.935601, 65.633216, 69.286716, 69.917320, 145.033058], [79.024585, 81.446909, 85.672229, 86.490040, 235.063448], [21.910592, 22.022727, 23.475213, 23.710209, 83.962393], [52.394286, 53.863137, 57.309216, 57.785108, 187.704767], [38.606472, 39.852869, 42.416723, 42.731132, 152.153682], [30.171738, 31.307767, 32.853186, 33.116927, 58.325852], [44.348814, 45.087429, 48.135068, 48.556975, 147.556192]]
### 6
fourier: [[126.694677, 130.305007, 138.415843, 139.851898, 383.539743], [71.180297, 73.142818, 77.517501, 78.365083, 172.774606], [71.946331, 73.727902, 78.837248, 79.736359, 256.149757], [45.512765, 45.564375, 46.814635, 49.931674, 50.558553], [45.688867, 46.908716, 50.255469, 50.749363, 162.694360], [176.565984, 181.559429, 193.650929, 195.744315, 500.303649], [32.708815, 33.536295, 35.822007, 36.168853, 110.103225], [91.945623, 94.520800, 101.091216, 102.171485, 288.811889], [126.684185, 130.273788, 137.883429, 139.325560, 298.956161], [121.512410, 124.817412, 133.235817, 134.734784, 356.030647], [78.358714, 80.600409, 86.014822, 86.843012, 256.962222]]
### 8
fourier: [[198.902923, 203.527664, 217.083105, 219.333642, 613.749688], [87.365942, 89.618359, 95.387929, 96.613512, 226.896403], [189.989279, 195.307209, 207.615171, 210.294244, 500.565681], [141.826072, 145.303224, 154.725404, 156.516564, 385.926275], [238.732262, 245.271507, 261.087532, 264.230540, 667.732629], [44.675474, 45.696901, 48.856554, 49.315890, 144.935154], [182.490339, 187.141334, 199.474367, 201.696244, 541.634070], [6.080561, 6.425534, 6.495898, 6.775286, 208.519814], [106.415983, 109.030024, 116.413416, 117.550011, 313.307449], [91.901780, 94.124716, 99.955250, 101.283295, 163.649022], [125.176219, 128.523814, 136.160593, 138.160110, 288.961078]]
### 10
fourier: [[55.885865, 57.270677, 60.963822, 61.743670, 190.248454], [353.294310, 362.706774, 386.204760, 390.861741, 977.066171], [277.745748, 284.920442, 302.001899, 306.846738, 569.301903], [386.507518, 396.636115, 421.086679, 427.192139, 871.957001], [8.994587, 9.036882, 9.661226, 9.708405, 71.756301], [121.936115, 124.855922, 133.368538, 134.692486, 410.081605], [46.939429, 48.268909, 50.996973, 51.700663, 78.883704], [21.884985, 22.038057, 23.729545, 23.883150, 89.802145], [46.102926, 46.217866, 49.670260, 50.282724, 203.881005], [79.728552, 80.662145, 86.537673, 87.386760, 335.622327], [49.218853, 49.930813, 53.178213, 53.498610, 381.408536]]
### 12
fourier: [[185.386563, 187.581973, 200.457407, 203.559500, 545.797640], [114.264330, 115.755546, 123.843661, 125.479893, 371.072359], [93.929285, 95.656789, 102.105257, 103.491555, 286.563379], [153.093619, 153.772587, 164.945429, 167.320943, 519.982538], [129.225613, 129.314288, 139.050893, 140.880529, 499.705320], [143.122892, 144.082989, 154.555350, 156.568144, 508.345676], [15.624975, 16.372122, 16.733361, 17.216862, 105.057505], [82.196897, 84.201467, 89.409708, 90.624363, 110.848838], [8.423592, 8.857433, 10.541578, 10.603213, 259.587715], [97.050655, 99.482863, 105.708099, 107.080207, 221.075129], [123.856003, 125.682988, 134.409436, 136.160645, 397.359868]]
### 14
fourier: [[12.649341, 12.710785, 13.663262, 13.862887, 34.894251], [26.505493, 27.449420, 28.494619, 29.244509, 46.307857], [12.394176, 12.612597, 13.256681, 13.258040, 149.736434], [17.962778, 18.308898, 19.078262, 19.165539, 139.477222], [19.605104, 19.994759, 21.117246, 21.292933, 61.296481], [2.125906, 2.215191, 2.230412, 2.355556, 19.873264], [38.250471, 38.325274, 40.768981, 41.714316, 92.407764], [19.519295, 20.444807, 20.953631, 21.349037, 69.098246], [18.362263, 19.480075, 19.871423, 19.964745, 235.930086], [9.733604, 9.895311, 10.334757, 10.701743, 35.558752], [21.738532, 22.499939, 23.403547, 23.848582, 127.820177]]
### 16
fourier: [[48.467914, 51.395852, 51.855652, 53.815280, 365.538651]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[19.535146, 20.229709, 23.348063, 24.678582, 197.942668], [35.376122, 35.532577, 35.643268, 36.838433, 105.182245], [48.394054, 48.721602, 53.259606, 58.423763, 136.097669], [23.764425, 24.827602, 24.852169, 31.872169, 35.846906], [34.525588, 34.949615, 35.381147, 37.705415, 347.268918], [24.296986, 24.628731, 27.073115, 34.340444, 37.711555], [22.722194, 24.298463, 25.866656, 26.355843, 68.789556], [21.814714, 24.823100, 26.388654, 30.003263, 204.221461], [37.082126, 39.559338, 42.565868, 48.899119, 364.997105], [34.268541, 35.271509, 37.156557, 37.316996, 322.129547], [42.509083, 42.822272, 44.764379, 49.408794, 367.641084]]
### 2
fourier: [[49.250752, 49.329005, 50.073633, 54.653869, 55.989938], [30.888779, 32.866949, 36.379865, 36.429954, 215.466880], [54.456030, 57.219042, 60.405598, 66.098523, 68.138564], [20.779686, 25.947249, 26.525977, 27.902047, 190.372367], [17.866036, 23.696393, 24.451874, 26.051026, 154.584456], [43.401271, 43.949337, 44.450497, 49.097635, 218.647126], [58.306085, 59.522470, 64.330582, 65.387523, 292.482857], [23.304157, 25.553566, 26.657885, 27.802136, 145.900659], [24.889432, 25.432567, 26.414413, 28.837181, 124.387943], [39.044898, 43.002864, 43.484696, 46.621697, 53.434939], [54.330900, 56.127039, 58.115992, 60.867213, 123.844057]]
### 4
fourier: [[44.298184, 45.073966, 48.932096, 49.307231, 115.814140], [47.715789, 48.663324, 51.985038, 52.445627, 188.168373], [21.080488, 21.369744, 23.421420, 23.576724, 96.058708], [104.410889, 107.322932, 114.247351, 115.223742, 279.142825], [63.935601, 65.633216, 69.286716, 69.917320, 145.033058], [79.024585, 81.446909, 85.672229, 86.490040, 235.063448], [21.910592, 22.022727, 23.475213, 23.710209, 83.962393], [52.394286, 53.863137, 57.309216, 57.785108, 187.704767], [38.606472, 39.852869, 42.416723, 42.731132, 152.153682], [30.171738, 31.307767, 32.853186, 33.116927, 58.325852], [44.348814, 45.087429, 48.135068, 48.556975, 147.556192]]
### 6
fourier: [[126.694677, 130.305007, 138.415843, 139.851898, 383.539743], [71.180297, 73.142818, 77.517501, 78.365083, 172.774606], [71.946331, 73.727902, 78.837248, 79.736359, 256.149757], [45.512765, 45.564375, 46.814635, 49.931674, 50.558553], [45.688867, 46.908716, 50.255469, 50.749363, 162.694360], [176.565984, 181.559429, 193.650929, 195.744315, 500.303649], [32.708815, 33.536295, 35.822007, 36.168853, 110.103225], [91.945623, 94.520800, 101.091216, 102.171485, 288.811889], [126.684185, 130.273788, 137.883429, 139.325560, 298.956161], [121.512410, 124.817412, 133.235817, 134.734784, 356.030647], [78.358714, 80.600409, 86.014822, 86.843012, 256.962222]]
### 8
fourier: [[198.902923, 203.527664, 217.083105, 219.333642, 613.749688], [87.365942, 89.618359, 95.387929, 96.613512, 226.896403], [189.989279, 195.307209, 207.615171, 210.294244, 500.565681], [141.826072, 145.303224, 154.725404, 156.516564, 385.926275], [238.732262, 245.271507, 261.087532, 264.230540, 667.732629], [44.675474, 45.696901, 48.856554, 49.315890, 144.935154], [182.490339, 187.141334, 199.474367, 201.696244, 541.634070], [6.080561, 6.425534, 6.495898, 6.775286, 208.519814], [106.415983, 109.030024, 116.413416, 117.550011, 313.307449], [91.901780, 94.124716, 99.955250, 101.283295, 163.649022], [125.176219, 128.523814, 136.160593, 138.160110, 288.961078]]
### 10
fourier: [[55.885865, 57.270677, 60.963822, 61.743670, 190.248454], [353.294310, 362.706774, 386.204760, 390.861741, 977.066171], [277.745748, 284.920442, 302.001899, 306.846738, 569.301903], [386.507518, 396.636115, 421.086679, 427.192139, 871.957001], [8.994587, 9.036882, 9.661226, 9.708405, 71.756301], [121.936115, 124.855922, 133.368538, 134.692486, 410.081605], [46.939429, 48.268909, 50.996973, 51.700663, 78.883704], [21.884985, 22.038057, 23.729545, 23.883150, 89.802145], [46.102926, 46.217866, 49.670260, 50.282724, 203.881005], [79.728552, 80.662145, 86.537673, 87.386760, 335.622327], [49.218853, 49.930813, 53.178213, 53.498610, 381.408536]]
### 12
fourier: [[185.386563, 187.581973, 200.457407, 203.559500, 545.797640], [114.264330, 115.755546, 123.843661, 125.479893, 371.072359], [93.929285, 95.656789, 102.105257, 103.491555, 286.563379], [153.093619, 153.772587, 164.945429, 167.320943, 519.982538], [129.225613, 129.314288, 139.050893, 140.880529, 499.705320], [143.122892, 144.082989, 154.555350, 156.568144, 508.345676], [15.624975, 16.372122, 16.733361, 17.216862, 105.057505], [82.196897, 84.201467, 89.409708, 90.624363, 110.848838], [8.423592, 8.857433, 10.541578, 10.603213, 259.587715], [97.050655, 99.482863, 105.708099, 107.080207, 221.075129], [123.856003, 125.682988, 134.409436, 136.160645, 397.359868]]
### 14
fourier: [[12.649341, 12.710785, 13.663262, 13.862887, 34.894251], [26.505493, 27.449420, 28.494619, 29.244509, 46.307857], [12.394176, 12.612597, 13.256681, 13.258040, 149.736434], [17.962778, 18.308898, 19.078262, 19.165539, 139.477222], [19.605104, 19.994759, 21.117246, 21.292933, 61.296481], [2.125906, 2.215191, 2.230412, 2.355556, 19.873264], [38.250471, 38.325274, 40.768981, 41.714316, 92.407764], [19.519295, 20.444807, 20.953631, 21.349037, 69.098246], [18.362263, 19.480075, 19.871423, 19.964745, 235.930086], [9.733604, 9.895311, 10.334757, 10.701743, 35.558752], [21.738532, 22.499939, 23.403547, 23.848582, 127.820177]]
### 16
fourier: [[48.467914, 51.395852, 51.855652, 53.815280, 365.538651]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6958312392234802, "train_acc": 0.595, "val_loss": 0.7568469047546387, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6740992665290833, "train_acc": 0.595, "val_loss": 0.7244756817817688, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6780275702476501, "train_acc": 0.595, "val_loss": 0.7231147885322571, "val_acc": 0.42}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6750013530254364, "train_acc": 0.595, "val_loss": 0.7251452803611755, "val_acc": 0.42}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6726451516151428, "train_acc": 0.595, "val_loss": 0.7181699275970459, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.6461305320262909, "train_acc": 0.5, "val_loss": 0.548822283744812, "val_acc": 0.96}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5293464362621307, "train_acc": 0.92, "val_loss": 0.27316156029701233, "val_acc": 0.96}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.4108603894710541, "train_acc": 0.925, "val_loss": 0.27686476707458496, "val_acc": 0.94}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.31785909831523895, "train_acc": 0.91, "val_loss": 0.14985701441764832, "val_acc": 0.96}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.23870135098695755, "train_acc": 0.92, "val_loss": 0.0983685851097107, "val_acc": 0.98}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.15177271515130997, "train_acc": 0.94, "val_loss": 0.09268726408481598, "val_acc": 0.96}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.15148136764764786, "train_acc": 0.925, "val_loss": 0.11186099797487259, "val_acc": 0.96}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.16679561883211136, "train_acc": 0.92, "val_loss": 0.09206396341323853, "val_acc": 0.96}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.14315974712371826, "train_acc": 0.93, "val_loss": 0.09917423129081726, "val_acc": 0.96}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.12799368798732758, "train_acc": 0.93, "val_loss": 0.0896867960691452, "val_acc": 0.96}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7568469047546387, "final_val_loss": 0.7181699275970459, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.548822283744812, "final_val_loss": 0.0896867960691452, "initial_val_acc": 0.96, "final_val_acc": 0.96, "best_val_acc": 0.98, "best_epoch": 9}, "improvement": 0.56, "first_improvement_epoch": 4}}
|
9,967
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.52, "improved_accuracy": 0.86, "improvement": 0.33999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 1460, "learning_rate": 0.01889463392398702, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[23.800186, 24.299018, 26.639579, 31.438914, 183.052053], [9.464375, 9.857570, 9.941696, 10.035814, 54.057138], [27.728865, 28.703927, 30.529576, 34.710593, 131.575720], [23.250507, 23.389278, 24.510224, 25.436732, 127.982092], [16.558648, 17.114615, 17.639383, 19.658587, 156.572985], [10.835095, 11.797461, 11.823358, 13.279161, 44.912873], [21.250826, 24.690288, 25.018319, 29.316340, 73.098379], [17.297867, 18.060956, 18.250774, 20.518491, 69.140413], [25.827367, 31.806824, 32.703670, 32.780033, 229.833111], [18.953315, 23.822252, 27.735532, 28.741596, 29.544483], [26.131903, 29.878445, 31.935127, 33.884108, 71.333176], [34.114999, 37.718353, 39.757407, 40.418550, 47.721912], [19.354839, 21.556442, 24.061178, 24.187607, 60.990402], [21.628232, 22.187507, 22.745476, 30.853380, 33.005908]]
### 2
fourier: [[22.209701, 23.895788, 24.436210, 28.001952, 52.545324], [21.955891, 23.069819, 23.208282, 28.630186, 109.540915], [14.224200, 15.315765, 16.795090, 17.056326, 74.139307], [16.342153, 16.868525, 16.898483, 17.413022, 20.326467], [20.709212, 22.460158, 23.551750, 24.980907, 172.705158], [28.422975, 32.182923, 34.591817, 34.991885, 139.645521], [15.036946, 15.271632, 15.643335, 16.455611, 35.443319], [30.554130, 31.559550, 34.945073, 38.437660, 174.926385], [27.605524, 28.260805, 31.800294, 33.113810, 230.965869], [20.753841, 21.230720, 21.517542, 23.791931, 107.659219], [12.521452, 12.946989, 13.208123, 13.278737, 72.919501], [28.410408, 30.615748, 33.461863, 34.267763, 137.205027], [44.462712, 45.521855, 51.858259, 54.809929, 226.549795], [46.931649, 47.953253, 53.516211, 57.610397, 232.413628]]
### 4
fourier: [[45.123151, 46.963709, 52.189279, 56.254332, 261.390501], [55.959161, 59.460325, 64.783901, 68.562363, 291.598653], [31.281654, 35.468792, 36.173110, 42.045235, 140.183146], [64.033243, 64.880085, 72.563416, 76.723542, 337.408558], [50.175483, 51.960219, 57.776704, 61.855033, 263.751945], [36.345697, 41.530452, 43.412858, 48.398654, 155.301348], [45.744920, 48.655206, 50.414284, 58.221221, 173.113286], [57.429240, 59.474877, 66.103095, 70.115414, 299.841261], [43.271812, 49.029043, 49.248498, 52.294059, 189.933931], [64.947701, 71.385435, 73.639014, 80.873106, 281.591511], [21.131782, 23.707709, 24.779145, 28.145901, 111.909165], [24.318781, 26.273117, 28.384642, 31.515511, 100.738918], [20.481460, 20.653902, 20.785871, 23.166664, 90.717173], [32.423196, 33.314636, 36.439267, 42.866088, 148.657915]]
### 6
fourier: [[20.588900, 21.062917, 23.891632, 28.412442, 102.004922], [71.146024, 73.895850, 81.053360, 85.671785, 367.169643], [1.961376, 2.019955, 2.237836, 2.348894, 21.203224], [41.568998, 42.385796, 47.971445, 54.739623, 180.996448], [2.230996, 2.310297, 2.473612, 2.847303, 22.983931], [74.433217, 75.898247, 85.133589, 91.671188, 407.955062], [40.139604, 42.546389, 48.068073, 55.029090, 230.405347], [27.689694, 29.053503, 32.647937, 37.359876, 135.331554], [33.335988, 33.789653, 38.149727, 42.984915, 157.730744], [64.974340, 65.060945, 74.581377, 82.415632, 358.097008], [43.112471, 43.220993, 49.348150, 55.010076, 228.522084], [75.884843, 77.035334, 86.337694, 93.485951, 347.672164], [59.940430, 65.468201, 69.305327, 72.142449, 345.049301], [35.998875, 38.454618, 41.632067, 45.631921, 171.239968]]
### 8
fourier: [[46.816928, 47.251667, 53.102556, 56.436015, 275.724311], [46.623470, 48.769997, 53.375599, 63.258433, 230.772711], [4.807243, 5.034019, 5.572868, 5.652246, 6.692988], [40.139087, 42.793614, 46.658096, 55.265920, 238.325547], [46.597980, 46.670316, 53.302018, 57.498867, 277.573491], [65.317580, 66.100642, 75.459520, 82.564046, 352.622393], [44.226365, 45.722674, 51.762734, 59.887280, 211.466502], [18.542673, 22.791715, 24.702722, 28.959123, 78.297180], [51.528514, 53.305097, 61.255120, 69.469541, 287.895606], [30.396073, 33.534482, 35.658655, 42.509642, 158.918911], [59.297536, 59.647768, 69.267269, 76.658283, 309.371898], [90.055158, 90.347638, 103.055913, 111.913201, 490.141955], [108.953006, 110.516305, 126.368014, 138.713949, 613.126269], [68.032539, 69.096009, 79.412680, 87.817544, 350.217594]]
### 10
fourier: [[148.989083, 152.711222, 174.815398, 192.550872, 849.733369], [132.729162, 135.134942, 152.234716, 163.834548, 724.185112], [137.882307, 141.084255, 159.326466, 172.643413, 776.371383], [121.271242, 123.952828, 140.949840, 154.898730, 657.541374], [79.944075, 80.205312, 87.003436, 89.416950, 491.049010], [117.029020, 118.523983, 134.539914, 146.301930, 631.155114], [120.720209, 124.059004, 140.236183, 152.423367, 669.035082], [43.326235, 43.424780, 50.599861, 57.715652, 244.219397], [83.673114, 84.567627, 91.552529, 93.967921, 452.327126], [101.319314, 105.709119, 120.997604, 134.370322, 600.642079], [131.303242, 134.742394, 153.114568, 166.541989, 719.033861], [59.860305, 63.016499, 70.672189, 82.061094, 316.149945], [58.776406, 60.518556, 69.887737, 78.805272, 322.310574], [136.406594, 140.433542, 160.479047, 176.719437, 727.458223]]
### 12
fourier: [[109.812973, 111.405249, 128.672405, 145.730436, 630.765192], [91.935066, 93.636079, 108.361394, 123.088523, 508.543695], [112.324208, 115.452162, 130.762875, 143.557552, 639.337439], [158.475754, 162.803397, 183.961823, 201.511340, 906.940222], [112.672158, 115.937129, 131.949428, 146.728234, 640.857543], [38.653410, 40.947284, 46.064114, 54.338062, 187.784965], [99.645562, 102.858384, 114.180860, 121.083763, 581.855623], [156.525837, 161.524255, 179.744537, 191.604484, 890.305097], [85.297480, 86.351985, 100.658288, 115.293796, 476.053242], [110.841234, 113.953805, 129.958118, 145.493265, 637.579416], [139.761617, 144.173456, 161.389221, 173.826793, 791.403914], [122.609799, 125.584428, 144.313587, 162.494088, 695.902054], [69.594387, 71.998247, 78.468414, 80.917617, 408.500186], [109.105735, 112.229615, 128.089715, 142.890619, 624.292982]]
### 14
fourier: [[60.003004, 61.846571, 70.817472, 82.570388, 325.053659], [28.714059, 29.396354, 33.927956, 38.850317, 134.924549], [141.922751, 145.253434, 163.744949, 179.632020, 783.121052], [129.845103, 133.169381, 149.167589, 162.154233, 753.265362], [82.197911, 83.473042, 92.677660, 100.225386, 480.608045], [159.167384, 162.084173, 182.647281, 201.281754, 917.062096], [123.487108, 126.095053, 142.561698, 157.287430, 692.712314], [200.553514, 205.417540, 229.498303, 249.349079, 1148.386836], [116.118487, 118.890445, 133.639319, 145.996595, 655.739592], [129.400321, 132.839620, 148.686941, 161.442894, 736.581441], [73.172555, 73.604915, 85.638515, 98.895921, 391.255152], [118.708965, 121.775349, 136.049563, 147.258595, 680.277808], [128.096104, 130.822340, 148.192256, 163.718044, 733.563474], [132.758771, 135.656706, 153.024624, 168.471229, 747.774295]]
### 16
fourier: [[220.998152, 225.104060, 251.006548, 272.921849, 1253.300421]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[23.800186, 24.299018, 26.639579, 31.438914, 183.052053], [9.464375, 9.857570, 9.941696, 10.035814, 54.057138], [27.728865, 28.703927, 30.529576, 34.710593, 131.575720], [23.250507, 23.389278, 24.510224, 25.436732, 127.982092], [16.558648, 17.114615, 17.639383, 19.658587, 156.572985], [10.835095, 11.797461, 11.823358, 13.279161, 44.912873], [21.250826, 24.690288, 25.018319, 29.316340, 73.098379], [17.297867, 18.060956, 18.250774, 20.518491, 69.140413], [25.827367, 31.806824, 32.703670, 32.780033, 229.833111], [18.953315, 23.822252, 27.735532, 28.741596, 29.544483], [26.131903, 29.878445, 31.935127, 33.884108, 71.333176], [34.114999, 37.718353, 39.757407, 40.418550, 47.721912], [19.354839, 21.556442, 24.061178, 24.187607, 60.990402], [21.628232, 22.187507, 22.745476, 30.853380, 33.005908]]
### 2
fourier: [[22.209701, 23.895788, 24.436210, 28.001952, 52.545324], [21.955891, 23.069819, 23.208282, 28.630186, 109.540915], [14.224200, 15.315765, 16.795090, 17.056326, 74.139307], [16.342153, 16.868525, 16.898483, 17.413022, 20.326467], [20.709212, 22.460158, 23.551750, 24.980907, 172.705158], [28.422975, 32.182923, 34.591817, 34.991885, 139.645521], [15.036946, 15.271632, 15.643335, 16.455611, 35.443319], [30.554130, 31.559550, 34.945073, 38.437660, 174.926385], [27.605524, 28.260805, 31.800294, 33.113810, 230.965869], [20.753841, 21.230720, 21.517542, 23.791931, 107.659219], [12.521452, 12.946989, 13.208123, 13.278737, 72.919501], [28.410408, 30.615748, 33.461863, 34.267763, 137.205027], [44.462712, 45.521855, 51.858259, 54.809929, 226.549795], [46.931649, 47.953253, 53.516211, 57.610397, 232.413628]]
### 4
fourier: [[45.123151, 46.963709, 52.189279, 56.254332, 261.390501], [55.959161, 59.460325, 64.783901, 68.562363, 291.598653], [31.281654, 35.468792, 36.173110, 42.045235, 140.183146], [64.033243, 64.880085, 72.563416, 76.723542, 337.408558], [50.175483, 51.960219, 57.776704, 61.855033, 263.751945], [36.345697, 41.530452, 43.412858, 48.398654, 155.301348], [45.744920, 48.655206, 50.414284, 58.221221, 173.113286], [57.429240, 59.474877, 66.103095, 70.115414, 299.841261], [43.271812, 49.029043, 49.248498, 52.294059, 189.933931], [64.947701, 71.385435, 73.639014, 80.873106, 281.591511], [21.131782, 23.707709, 24.779145, 28.145901, 111.909165], [24.318781, 26.273117, 28.384642, 31.515511, 100.738918], [20.481460, 20.653902, 20.785871, 23.166664, 90.717173], [32.423196, 33.314636, 36.439267, 42.866088, 148.657915]]
### 6
fourier: [[20.588900, 21.062917, 23.891632, 28.412442, 102.004922], [71.146024, 73.895850, 81.053360, 85.671785, 367.169643], [1.961376, 2.019955, 2.237836, 2.348894, 21.203224], [41.568998, 42.385796, 47.971445, 54.739623, 180.996448], [2.230996, 2.310297, 2.473612, 2.847303, 22.983931], [74.433217, 75.898247, 85.133589, 91.671188, 407.955062], [40.139604, 42.546389, 48.068073, 55.029090, 230.405347], [27.689694, 29.053503, 32.647937, 37.359876, 135.331554], [33.335988, 33.789653, 38.149727, 42.984915, 157.730744], [64.974340, 65.060945, 74.581377, 82.415632, 358.097008], [43.112471, 43.220993, 49.348150, 55.010076, 228.522084], [75.884843, 77.035334, 86.337694, 93.485951, 347.672164], [59.940430, 65.468201, 69.305327, 72.142449, 345.049301], [35.998875, 38.454618, 41.632067, 45.631921, 171.239968]]
### 8
fourier: [[46.816928, 47.251667, 53.102556, 56.436015, 275.724311], [46.623470, 48.769997, 53.375599, 63.258433, 230.772711], [4.807243, 5.034019, 5.572868, 5.652246, 6.692988], [40.139087, 42.793614, 46.658096, 55.265920, 238.325547], [46.597980, 46.670316, 53.302018, 57.498867, 277.573491], [65.317580, 66.100642, 75.459520, 82.564046, 352.622393], [44.226365, 45.722674, 51.762734, 59.887280, 211.466502], [18.542673, 22.791715, 24.702722, 28.959123, 78.297180], [51.528514, 53.305097, 61.255120, 69.469541, 287.895606], [30.396073, 33.534482, 35.658655, 42.509642, 158.918911], [59.297536, 59.647768, 69.267269, 76.658283, 309.371898], [90.055158, 90.347638, 103.055913, 111.913201, 490.141955], [108.953006, 110.516305, 126.368014, 138.713949, 613.126269], [68.032539, 69.096009, 79.412680, 87.817544, 350.217594]]
### 10
fourier: [[148.989083, 152.711222, 174.815398, 192.550872, 849.733369], [132.729162, 135.134942, 152.234716, 163.834548, 724.185112], [137.882307, 141.084255, 159.326466, 172.643413, 776.371383], [121.271242, 123.952828, 140.949840, 154.898730, 657.541374], [79.944075, 80.205312, 87.003436, 89.416950, 491.049010], [117.029020, 118.523983, 134.539914, 146.301930, 631.155114], [120.720209, 124.059004, 140.236183, 152.423367, 669.035082], [43.326235, 43.424780, 50.599861, 57.715652, 244.219397], [83.673114, 84.567627, 91.552529, 93.967921, 452.327126], [101.319314, 105.709119, 120.997604, 134.370322, 600.642079], [131.303242, 134.742394, 153.114568, 166.541989, 719.033861], [59.860305, 63.016499, 70.672189, 82.061094, 316.149945], [58.776406, 60.518556, 69.887737, 78.805272, 322.310574], [136.406594, 140.433542, 160.479047, 176.719437, 727.458223]]
### 12
fourier: [[109.812973, 111.405249, 128.672405, 145.730436, 630.765192], [91.935066, 93.636079, 108.361394, 123.088523, 508.543695], [112.324208, 115.452162, 130.762875, 143.557552, 639.337439], [158.475754, 162.803397, 183.961823, 201.511340, 906.940222], [112.672158, 115.937129, 131.949428, 146.728234, 640.857543], [38.653410, 40.947284, 46.064114, 54.338062, 187.784965], [99.645562, 102.858384, 114.180860, 121.083763, 581.855623], [156.525837, 161.524255, 179.744537, 191.604484, 890.305097], [85.297480, 86.351985, 100.658288, 115.293796, 476.053242], [110.841234, 113.953805, 129.958118, 145.493265, 637.579416], [139.761617, 144.173456, 161.389221, 173.826793, 791.403914], [122.609799, 125.584428, 144.313587, 162.494088, 695.902054], [69.594387, 71.998247, 78.468414, 80.917617, 408.500186], [109.105735, 112.229615, 128.089715, 142.890619, 624.292982]]
### 14
fourier: [[60.003004, 61.846571, 70.817472, 82.570388, 325.053659], [28.714059, 29.396354, 33.927956, 38.850317, 134.924549], [141.922751, 145.253434, 163.744949, 179.632020, 783.121052], [129.845103, 133.169381, 149.167589, 162.154233, 753.265362], [82.197911, 83.473042, 92.677660, 100.225386, 480.608045], [159.167384, 162.084173, 182.647281, 201.281754, 917.062096], [123.487108, 126.095053, 142.561698, 157.287430, 692.712314], [200.553514, 205.417540, 229.498303, 249.349079, 1148.386836], [116.118487, 118.890445, 133.639319, 145.996595, 655.739592], [129.400321, 132.839620, 148.686941, 161.442894, 736.581441], [73.172555, 73.604915, 85.638515, 98.895921, 391.255152], [118.708965, 121.775349, 136.049563, 147.258595, 680.277808], [128.096104, 130.822340, 148.192256, 163.718044, 733.563474], [132.758771, 135.656706, 153.024624, 168.471229, 747.774295]]
### 16
fourier: [[220.998152, 225.104060, 251.006548, 272.921849, 1253.300421]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6795816719532013, "train_acc": 0.575, "val_loss": 0.6985465884208679, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6808241307735443, "train_acc": 0.575, "val_loss": 0.7034018039703369, "val_acc": 0.52}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.670982837677002, "train_acc": 0.575, "val_loss": 0.6923054456710815, "val_acc": 0.52}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6534750163555145, "train_acc": 0.575, "val_loss": 0.6346027851104736, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.5652893483638763, "train_acc": 0.495, "val_loss": 0.46518272161483765, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.422614261507988, "train_acc": 0.645, "val_loss": 0.37402594089508057, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.31509464979171753, "train_acc": 0.895, "val_loss": 0.3594922721385956, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.21949750185012817, "train_acc": 0.915, "val_loss": 0.7668489217758179, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.38694867491722107, "train_acc": 0.925, "val_loss": 0.429279625415802, "val_acc": 0.84}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.2395891398191452, "train_acc": 0.9, "val_loss": 0.3298681676387787, "val_acc": 0.84}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.2786017656326294, "train_acc": 0.875, "val_loss": 0.3562168478965759, "val_acc": 0.82}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.2925500273704529, "train_acc": 0.89, "val_loss": 0.33408814668655396, "val_acc": 0.84}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.27854155004024506, "train_acc": 0.9, "val_loss": 0.3166430592536926, "val_acc": 0.84}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.23857107013463974, "train_acc": 0.91, "val_loss": 0.32364434003829956, "val_acc": 0.86}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.6985465884208679, "final_val_loss": 0.6346027851104736, "initial_val_acc": 0.52, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.46518272161483765, "final_val_loss": 0.32364434003829956, "initial_val_acc": 0.52, "final_val_acc": 0.86, "best_val_acc": 0.86, "best_epoch": 13}, "improvement": 0.33999999999999997, "first_improvement_epoch": 3}}
|
9,968
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.5, "improved_accuracy": 0.94, "improvement": 0.43999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 1607, "learning_rate": 0.05864996861888718, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.934404, 23.838966, 24.652624, 30.306641, 101.344260], [31.541565, 33.075183, 33.634905, 34.806007, 154.159824], [34.796387, 35.553642, 36.973462, 37.597686, 256.936453], [44.010243, 44.511137, 45.036280, 47.630221, 222.566554], [22.195210, 22.433513, 22.986648, 24.961873, 66.227136], [27.857414, 29.761269, 32.147990, 34.396775, 225.464778], [25.554924, 25.932830, 31.644036, 36.116158, 108.838310], [12.887948, 14.033660, 15.410016, 18.105795, 114.002451], [22.336770, 23.744240, 23.747421, 29.376065, 38.457344], [22.159530, 22.636286, 24.598977, 28.343214, 100.019667], [36.232101, 37.702495, 41.083082, 46.136181, 199.419429], [29.413061, 32.673166, 33.973518, 37.789578, 38.330629], [30.568385, 32.669479, 32.745817, 35.403845, 233.142707], [45.280395, 46.487359, 47.614919, 50.964733, 242.847253], [26.741580, 27.721542, 28.721053, 28.938189, 170.842372]]
### 2
fourier: [[26.835678, 27.417864, 28.743908, 29.667845, 155.428380], [36.752183, 39.933784, 40.563741, 45.277839, 229.563442], [51.404192, 53.249576, 54.707091, 56.490083, 124.259093], [45.316699, 47.699091, 47.953840, 52.048390, 96.215798], [55.482304, 61.489580, 65.157067, 70.686876, 77.808932], [21.799061, 22.092275, 27.370816, 30.469796, 214.860550], [39.018749, 39.527927, 42.760929, 43.055032, 192.785001], [50.999685, 53.283565, 53.924001, 55.881564, 164.228404], [26.838149, 26.966736, 28.826131, 29.745404, 155.708511], [43.319943, 43.999024, 44.593236, 46.707644, 108.560561], [44.205445, 44.387866, 47.085492, 48.321959, 117.606916], [44.289272, 44.929878, 46.972149, 48.074900, 200.573629], [43.737738, 44.058776, 45.078805, 45.544034, 188.700951], [37.832094, 38.274637, 41.690597, 43.835782, 64.381942], [43.617397, 45.626792, 46.744261, 52.855761, 401.200191]]
### 4
fourier: [[71.430537, 72.256999, 76.237972, 76.985844, 82.507798], [65.739129, 65.876166, 67.561091, 70.220587, 260.369811], [67.803431, 74.519145, 75.203263, 76.750077, 80.086976], [136.878288, 152.492008, 158.364574, 158.569999, 163.654357], [99.069055, 115.100057, 120.043607, 122.705181, 125.299254], [89.939197, 98.719617, 99.259285, 99.933415, 104.335259], [93.268140, 107.129328, 110.507436, 114.832074, 117.425712], [117.089229, 121.232374, 121.404530, 122.301169, 129.741053], [57.767642, 62.815132, 65.440990, 69.576490, 341.282878], [35.419955, 35.691434, 46.949272, 52.250049, 434.522178], [116.558221, 117.299351, 117.870068, 123.500965, 428.967509], [105.482891, 106.305848, 107.719713, 111.805225, 414.387605], [97.988955, 98.287507, 100.798465, 104.483268, 363.750790], [131.934313, 142.234123, 146.674172, 158.477046, 733.052472], [105.799026, 106.056861, 106.672018, 112.245353, 113.649903]]
### 6
fourier: [[66.245268, 66.656621, 69.908733, 71.831971, 286.767715], [30.236718, 31.879103, 40.817463, 43.676673, 395.339210], [115.690458, 116.435359, 118.184501, 118.486335, 388.385977], [109.296834, 110.582681, 111.478767, 115.206289, 419.045935], [139.264267, 154.544710, 157.589850, 163.847884, 164.657006], [85.763633, 92.235969, 93.416537, 95.795949, 182.905435], [186.884911, 212.376807, 212.741026, 221.137093, 225.001349], [145.565134, 169.511029, 173.893892, 179.160536, 181.062423], [93.849992, 99.289857, 103.489107, 106.110104, 107.241885], [15.611888, 15.918771, 16.337198, 16.928941, 104.570950], [118.666496, 123.989293, 128.772656, 132.836205, 582.096893], [170.524902, 199.420329, 205.940537, 210.854305, 214.157336], [174.181309, 190.511217, 192.187688, 196.859577, 203.784063], [89.720456, 90.955140, 96.118180, 96.433821, 98.862682], [180.853517, 195.903568, 197.296691, 199.947544, 315.589904]]
### 8
fourier: [[133.498378, 146.605073, 172.684794, 205.262674, 1115.299545], [197.799752, 231.984027, 238.978052, 246.943292, 251.039667], [37.709965, 40.515269, 42.120017, 55.214368, 190.926727], [106.792772, 110.159812, 137.109346, 154.410877, 853.287291], [86.078352, 89.787636, 91.576467, 94.740756, 100.790001], [211.274488, 226.435451, 232.744869, 238.201547, 247.810428], [42.692775, 49.212064, 52.147888, 65.512990, 397.621234], [142.385825, 148.916802, 151.418356, 158.621936, 173.801565], [32.283555, 32.728987, 32.738433, 34.047689, 34.691059], [112.201857, 129.203636, 129.886681, 136.522848, 139.602796], [40.091530, 45.038320, 46.602131, 60.316250, 378.588980], [131.678116, 132.773045, 141.116238, 149.824975, 631.389321], [132.100053, 137.049921, 144.122699, 146.046229, 152.661924], [127.685009, 129.588074, 140.071220, 145.823547, 573.311865], [163.849484, 192.700089, 199.501415, 205.413171, 207.555910]]
### 10
fourier: [[199.805187, 200.481031, 215.428408, 220.714672, 300.314938], [66.692927, 71.810246, 75.989330, 77.686472, 275.021817], [137.615964, 138.694872, 156.265761, 173.272762, 824.739450], [98.383909, 110.141999, 121.835939, 155.295316, 980.882515], [139.840764, 140.283986, 145.565501, 150.528231, 212.734686], [81.052870, 86.762889, 87.914674, 102.760545, 813.822050], [40.543929, 41.692215, 49.936960, 56.444598, 338.303706], [61.275946, 65.311491, 71.562721, 71.815173, 260.507173], [81.666614, 82.990715, 88.801668, 95.211946, 531.903711], [56.036158, 61.564454, 65.364049, 82.462073, 559.791393], [90.224348, 99.818623, 114.139724, 140.151361, 923.369118], [25.143863, 26.704217, 28.384654, 32.061114, 259.877610], [138.218274, 148.050075, 153.304831, 155.059407, 320.159548], [181.931653, 185.551596, 208.053370, 210.897691, 1404.949530], [271.417912, 272.157657, 272.176992, 289.350734, 297.167267]]
### 12
fourier: [[32.453335, 36.243705, 40.762824, 50.553001, 335.035848], [27.417080, 28.124488, 31.855831, 36.627467, 191.837677], [40.519212, 41.872228, 45.703752, 51.905108, 245.395100], [211.862225, 225.227863, 235.520251, 242.669530, 888.961081], [174.535458, 188.684384, 191.757004, 198.397255, 584.193604], [102.287133, 108.640842, 110.728009, 114.439072, 1008.486124], [42.986174, 44.202476, 44.977173, 47.418612, 383.407243], [87.990720, 89.517347, 97.283500, 101.930078, 567.283791], [74.977006, 82.440943, 83.002058, 109.656043, 784.785257], [238.248838, 249.762273, 259.377161, 262.021224, 565.538455], [93.293371, 99.969780, 100.872456, 103.560322, 205.613535], [110.112399, 115.088724, 120.037062, 120.069381, 188.142943], [29.806442, 34.819644, 38.965775, 48.629127, 307.768357], [69.241443, 74.582147, 76.846301, 79.650601, 245.711230], [126.089536, 138.809975, 139.024303, 140.693592, 1250.925753]]
### 14
fourier: [[92.803517, 98.886859, 102.488558, 105.203728, 361.605212], [75.027930, 75.902367, 83.900001, 85.838554, 404.213265], [192.790531, 199.463221, 215.292586, 220.775114, 977.249932], [27.676853, 28.615970, 32.343265, 37.229488, 125.092206], [167.631557, 170.361439, 189.963752, 195.026748, 1113.822323], [55.683515, 56.171037, 62.390584, 64.832480, 353.470208], [17.928143, 20.173898, 22.492145, 27.234328, 124.067684], [59.168898, 63.073673, 63.507065, 66.834313, 497.655119], [59.397013, 62.836838, 66.943458, 68.834970, 206.241839], [152.950817, 154.572129, 172.775266, 176.869292, 784.068838], [50.310781, 51.034731, 56.269937, 58.025659, 345.238495], [171.058781, 179.370407, 191.442494, 195.687076, 810.818357], [16.532804, 17.376922, 19.081830, 22.876085, 182.536143], [162.490180, 168.770327, 185.282961, 188.430377, 752.583473], [144.389495, 145.978296, 163.624860, 166.963079, 752.523322]]
### 16
fourier: [[140.254589, 149.081772, 154.177642, 157.751288, 414.340002], [218.191234, 229.504514, 243.299645, 249.362734, 955.483352], [32.669991, 35.073574, 35.207414, 36.947476, 152.159745], [100.208647, 107.538158, 108.390355, 112.708950, 304.032867], [113.697768, 121.628269, 122.651300, 127.362492, 307.527351], [39.619519, 39.870404, 41.536295, 42.424284, 73.827123], [55.120578, 58.450932, 60.515632, 62.151961, 113.876935], [59.040016, 61.164451, 67.058016, 67.796327, 193.432636], [18.379019, 18.827099, 21.250796, 26.083553, 262.748183], [173.004649, 182.809420, 192.813921, 197.199416, 674.906289], [60.613158, 63.702258, 65.838865, 66.859371, 67.133302], [274.200320, 278.875231, 313.270408, 318.000401, 1684.357759], [198.335121, 201.160662, 226.625328, 229.849920, 1241.205992], [37.785565, 39.535206, 41.235273, 42.277773, 112.696984], [135.707815, 142.876118, 151.860974, 154.852655, 538.882570]]
### 18
fourier: [[169.706036, 172.100653, 191.785940, 196.041445, 957.491811]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[21.934404, 23.838966, 24.652624, 30.306641, 101.344260], [31.541565, 33.075183, 33.634905, 34.806007, 154.159824], [34.796387, 35.553642, 36.973462, 37.597686, 256.936453], [44.010243, 44.511137, 45.036280, 47.630221, 222.566554], [22.195210, 22.433513, 22.986648, 24.961873, 66.227136], [27.857414, 29.761269, 32.147990, 34.396775, 225.464778], [25.554924, 25.932830, 31.644036, 36.116158, 108.838310], [12.887948, 14.033660, 15.410016, 18.105795, 114.002451], [22.336770, 23.744240, 23.747421, 29.376065, 38.457344], [22.159530, 22.636286, 24.598977, 28.343214, 100.019667], [36.232101, 37.702495, 41.083082, 46.136181, 199.419429], [29.413061, 32.673166, 33.973518, 37.789578, 38.330629], [30.568385, 32.669479, 32.745817, 35.403845, 233.142707], [45.280395, 46.487359, 47.614919, 50.964733, 242.847253], [26.741580, 27.721542, 28.721053, 28.938189, 170.842372]]
### 2
fourier: [[26.835678, 27.417864, 28.743908, 29.667845, 155.428380], [36.752183, 39.933784, 40.563741, 45.277839, 229.563442], [51.404192, 53.249576, 54.707091, 56.490083, 124.259093], [45.316699, 47.699091, 47.953840, 52.048390, 96.215798], [55.482304, 61.489580, 65.157067, 70.686876, 77.808932], [21.799061, 22.092275, 27.370816, 30.469796, 214.860550], [39.018749, 39.527927, 42.760929, 43.055032, 192.785001], [50.999685, 53.283565, 53.924001, 55.881564, 164.228404], [26.838149, 26.966736, 28.826131, 29.745404, 155.708511], [43.319943, 43.999024, 44.593236, 46.707644, 108.560561], [44.205445, 44.387866, 47.085492, 48.321959, 117.606916], [44.289272, 44.929878, 46.972149, 48.074900, 200.573629], [43.737738, 44.058776, 45.078805, 45.544034, 188.700951], [37.832094, 38.274637, 41.690597, 43.835782, 64.381942], [43.617397, 45.626792, 46.744261, 52.855761, 401.200191]]
### 4
fourier: [[71.430537, 72.256999, 76.237972, 76.985844, 82.507798], [65.739129, 65.876166, 67.561091, 70.220587, 260.369811], [67.803431, 74.519145, 75.203263, 76.750077, 80.086976], [136.878288, 152.492008, 158.364574, 158.569999, 163.654357], [99.069055, 115.100057, 120.043607, 122.705181, 125.299254], [89.939197, 98.719617, 99.259285, 99.933415, 104.335259], [93.268140, 107.129328, 110.507436, 114.832074, 117.425712], [117.089229, 121.232374, 121.404530, 122.301169, 129.741053], [57.767642, 62.815132, 65.440990, 69.576490, 341.282878], [35.419955, 35.691434, 46.949272, 52.250049, 434.522178], [116.558221, 117.299351, 117.870068, 123.500965, 428.967509], [105.482891, 106.305848, 107.719713, 111.805225, 414.387605], [97.988955, 98.287507, 100.798465, 104.483268, 363.750790], [131.934313, 142.234123, 146.674172, 158.477046, 733.052472], [105.799026, 106.056861, 106.672018, 112.245353, 113.649903]]
### 6
fourier: [[66.245268, 66.656621, 69.908733, 71.831971, 286.767715], [30.236718, 31.879103, 40.817463, 43.676673, 395.339210], [115.690458, 116.435359, 118.184501, 118.486335, 388.385977], [109.296834, 110.582681, 111.478767, 115.206289, 419.045935], [139.264267, 154.544710, 157.589850, 163.847884, 164.657006], [85.763633, 92.235969, 93.416537, 95.795949, 182.905435], [186.884911, 212.376807, 212.741026, 221.137093, 225.001349], [145.565134, 169.511029, 173.893892, 179.160536, 181.062423], [93.849992, 99.289857, 103.489107, 106.110104, 107.241885], [15.611888, 15.918771, 16.337198, 16.928941, 104.570950], [118.666496, 123.989293, 128.772656, 132.836205, 582.096893], [170.524902, 199.420329, 205.940537, 210.854305, 214.157336], [174.181309, 190.511217, 192.187688, 196.859577, 203.784063], [89.720456, 90.955140, 96.118180, 96.433821, 98.862682], [180.853517, 195.903568, 197.296691, 199.947544, 315.589904]]
### 8
fourier: [[133.498378, 146.605073, 172.684794, 205.262674, 1115.299545], [197.799752, 231.984027, 238.978052, 246.943292, 251.039667], [37.709965, 40.515269, 42.120017, 55.214368, 190.926727], [106.792772, 110.159812, 137.109346, 154.410877, 853.287291], [86.078352, 89.787636, 91.576467, 94.740756, 100.790001], [211.274488, 226.435451, 232.744869, 238.201547, 247.810428], [42.692775, 49.212064, 52.147888, 65.512990, 397.621234], [142.385825, 148.916802, 151.418356, 158.621936, 173.801565], [32.283555, 32.728987, 32.738433, 34.047689, 34.691059], [112.201857, 129.203636, 129.886681, 136.522848, 139.602796], [40.091530, 45.038320, 46.602131, 60.316250, 378.588980], [131.678116, 132.773045, 141.116238, 149.824975, 631.389321], [132.100053, 137.049921, 144.122699, 146.046229, 152.661924], [127.685009, 129.588074, 140.071220, 145.823547, 573.311865], [163.849484, 192.700089, 199.501415, 205.413171, 207.555910]]
### 10
fourier: [[199.805187, 200.481031, 215.428408, 220.714672, 300.314938], [66.692927, 71.810246, 75.989330, 77.686472, 275.021817], [137.615964, 138.694872, 156.265761, 173.272762, 824.739450], [98.383909, 110.141999, 121.835939, 155.295316, 980.882515], [139.840764, 140.283986, 145.565501, 150.528231, 212.734686], [81.052870, 86.762889, 87.914674, 102.760545, 813.822050], [40.543929, 41.692215, 49.936960, 56.444598, 338.303706], [61.275946, 65.311491, 71.562721, 71.815173, 260.507173], [81.666614, 82.990715, 88.801668, 95.211946, 531.903711], [56.036158, 61.564454, 65.364049, 82.462073, 559.791393], [90.224348, 99.818623, 114.139724, 140.151361, 923.369118], [25.143863, 26.704217, 28.384654, 32.061114, 259.877610], [138.218274, 148.050075, 153.304831, 155.059407, 320.159548], [181.931653, 185.551596, 208.053370, 210.897691, 1404.949530], [271.417912, 272.157657, 272.176992, 289.350734, 297.167267]]
### 12
fourier: [[32.453335, 36.243705, 40.762824, 50.553001, 335.035848], [27.417080, 28.124488, 31.855831, 36.627467, 191.837677], [40.519212, 41.872228, 45.703752, 51.905108, 245.395100], [211.862225, 225.227863, 235.520251, 242.669530, 888.961081], [174.535458, 188.684384, 191.757004, 198.397255, 584.193604], [102.287133, 108.640842, 110.728009, 114.439072, 1008.486124], [42.986174, 44.202476, 44.977173, 47.418612, 383.407243], [87.990720, 89.517347, 97.283500, 101.930078, 567.283791], [74.977006, 82.440943, 83.002058, 109.656043, 784.785257], [238.248838, 249.762273, 259.377161, 262.021224, 565.538455], [93.293371, 99.969780, 100.872456, 103.560322, 205.613535], [110.112399, 115.088724, 120.037062, 120.069381, 188.142943], [29.806442, 34.819644, 38.965775, 48.629127, 307.768357], [69.241443, 74.582147, 76.846301, 79.650601, 245.711230], [126.089536, 138.809975, 139.024303, 140.693592, 1250.925753]]
### 14
fourier: [[92.803517, 98.886859, 102.488558, 105.203728, 361.605212], [75.027930, 75.902367, 83.900001, 85.838554, 404.213265], [192.790531, 199.463221, 215.292586, 220.775114, 977.249932], [27.676853, 28.615970, 32.343265, 37.229488, 125.092206], [167.631557, 170.361439, 189.963752, 195.026748, 1113.822323], [55.683515, 56.171037, 62.390584, 64.832480, 353.470208], [17.928143, 20.173898, 22.492145, 27.234328, 124.067684], [59.168898, 63.073673, 63.507065, 66.834313, 497.655119], [59.397013, 62.836838, 66.943458, 68.834970, 206.241839], [152.950817, 154.572129, 172.775266, 176.869292, 784.068838], [50.310781, 51.034731, 56.269937, 58.025659, 345.238495], [171.058781, 179.370407, 191.442494, 195.687076, 810.818357], [16.532804, 17.376922, 19.081830, 22.876085, 182.536143], [162.490180, 168.770327, 185.282961, 188.430377, 752.583473], [144.389495, 145.978296, 163.624860, 166.963079, 752.523322]]
### 16
fourier: [[140.254589, 149.081772, 154.177642, 157.751288, 414.340002], [218.191234, 229.504514, 243.299645, 249.362734, 955.483352], [32.669991, 35.073574, 35.207414, 36.947476, 152.159745], [100.208647, 107.538158, 108.390355, 112.708950, 304.032867], [113.697768, 121.628269, 122.651300, 127.362492, 307.527351], [39.619519, 39.870404, 41.536295, 42.424284, 73.827123], [55.120578, 58.450932, 60.515632, 62.151961, 113.876935], [59.040016, 61.164451, 67.058016, 67.796327, 193.432636], [18.379019, 18.827099, 21.250796, 26.083553, 262.748183], [173.004649, 182.809420, 192.813921, 197.199416, 674.906289], [60.613158, 63.702258, 65.838865, 66.859371, 67.133302], [274.200320, 278.875231, 313.270408, 318.000401, 1684.357759], [198.335121, 201.160662, 226.625328, 229.849920, 1241.205992], [37.785565, 39.535206, 41.235273, 42.277773, 112.696984], [135.707815, 142.876118, 151.860974, 154.852655, 538.882570]]
### 18
fourier: [[169.706036, 172.100653, 191.785940, 196.041445, 957.491811]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6868310272693634, "train_acc": 0.485, "val_loss": 0.7081069946289062, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6818035244941711, "train_acc": 0.575, "val_loss": 0.6876356601715088, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.678100973367691, "train_acc": 0.575, "val_loss": 0.7139338850975037, "val_acc": 0.5}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6399783492088318, "train_acc": 0.575, "val_loss": 0.5675519704818726, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.957581639289856, "train_acc": 0.545, "val_loss": 0.5398762822151184, "val_acc": 0.54}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.5340492427349091, "train_acc": 0.625, "val_loss": 0.5739825963973999, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.5421648323535919, "train_acc": 0.82, "val_loss": 0.40344876050949097, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.3180144429206848, "train_acc": 0.865, "val_loss": 0.8495612144470215, "val_acc": 0.7}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.40099503099918365, "train_acc": 0.865, "val_loss": 0.29719433188438416, "val_acc": 0.9}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.2618061900138855, "train_acc": 0.93, "val_loss": 0.3162088692188263, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.274614542722702, "train_acc": 0.915, "val_loss": 0.21526747941970825, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.20548532158136368, "train_acc": 0.93, "val_loss": 0.18928521871566772, "val_acc": 0.92}, {"stage": "improved", "epoch": 8, "global_epoch": 12, "train_loss": 0.1933828890323639, "train_acc": 0.935, "val_loss": 0.19595596194267273, "val_acc": 0.92}, {"stage": "improved", "epoch": 9, "global_epoch": 13, "train_loss": 0.17702167481184006, "train_acc": 0.93, "val_loss": 0.17007121443748474, "val_acc": 0.94}], "summary": {"total_epochs": 14, "degraded_epochs": 4, "improved_epochs": 10, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7081069946289062, "final_val_loss": 0.5675519704818726, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.5398762822151184, "final_val_loss": 0.17007121443748474, "initial_val_acc": 0.54, "final_val_acc": 0.94, "best_val_acc": 0.94, "best_epoch": 13}, "improvement": 0.43999999999999995, "first_improvement_epoch": 3}}
|
9,969
|
{"target_pattern": "sorted_descending", "degraded_accuracy": 0.44, "improved_accuracy": 0.88, "improvement": 0.44, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 1483, "learning_rate": 0.024723583497169452, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_descending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_descending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.0.bias": [
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[18.652358, 18.714071, 19.993988, 20.087427, 79.692247], [14.154208, 15.025352, 16.998200, 18.661328, 36.685361], [17.681432, 17.974077, 19.892193, 24.944437, 25.989392], [14.687569, 17.349203, 17.368366, 19.321613, 20.318014], [20.140132, 21.485766, 21.576155, 23.216487, 104.051155], [25.855871, 27.466898, 29.731828, 32.648439, 100.870548], [38.424024, 40.022358, 40.154766, 42.635844, 318.237829], [26.535992, 28.128562, 33.173998, 33.286374, 189.668578], [15.428335, 15.485000, 16.112615, 16.426184, 84.244684], [13.165873, 13.693303, 14.061941, 14.714398, 22.535342], [22.310921, 24.805772, 25.100164, 27.366190, 128.159751], [15.817699, 16.135868, 17.755443, 20.678439, 66.834725], [12.662110, 12.745331, 13.061463, 14.505276, 20.704742]]
### 2
fourier: [[8.763402, 9.184577, 10.996459, 13.034040, 45.555991], [19.400115, 20.423606, 20.435125, 21.797422, 144.817404], [26.810584, 27.537060, 28.675955, 29.892461, 136.573361], [17.012310, 18.009686, 20.226134, 21.626157, 92.320344], [16.236689, 17.623435, 18.681761, 18.717662, 165.629810], [12.260573, 14.633501, 15.529605, 21.303112, 27.863106], [12.229174, 12.732548, 13.132248, 13.458665, 110.126413], [17.587674, 17.684391, 18.824263, 20.623013, 101.772272], [12.361012, 12.463778, 12.646902, 14.349954, 70.530336], [23.030466, 23.452662, 24.945986, 25.272639, 123.838055], [24.399690, 25.449961, 27.170968, 27.729079, 160.082330], [11.766367, 11.919265, 12.238603, 12.957763, 54.904302], [12.422018, 13.643462, 13.674704, 14.506943, 22.906964]]
### 4
fourier: [[19.407702, 20.260986, 20.419781, 22.846913, 74.999857], [19.613734, 19.714189, 22.636563, 23.120940, 74.678084], [28.369667, 29.209144, 31.407197, 31.814728, 149.063390], [37.452654, 38.152917, 38.553609, 39.215825, 240.127444], [8.894573, 9.085934, 9.857090, 10.111646, 62.667491], [8.684927, 9.628259, 9.751217, 11.336302, 38.365824], [24.090808, 24.096850, 27.867495, 30.310262, 95.968394], [17.305698, 18.004577, 18.191142, 19.948885, 84.886004], [43.844373, 45.789557, 48.253086, 50.332591, 247.300393], [11.504957, 12.109541, 12.311565, 13.928778, 71.323166], [13.137260, 14.753968, 15.456598, 17.901781, 135.188564], [13.239261, 13.995173, 15.428602, 15.914480, 84.134947], [12.137899, 12.199088, 14.066130, 14.630256, 85.190552]]
### 6
fourier: [[12.259658, 12.390906, 13.754200, 14.015079, 70.630669], [10.998893, 11.749419, 13.174556, 13.833834, 47.648406], [43.638382, 45.639816, 47.741634, 48.666340, 270.348362], [15.352276, 16.526729, 18.630902, 19.242039, 54.588546], [19.157846, 19.816769, 22.838950, 22.960242, 54.584925], [3.083652, 3.140820, 3.533162, 3.733099, 37.042789], [17.632469, 17.720325, 18.408817, 18.905983, 82.629314], [20.457123, 21.275780, 23.906496, 24.130138, 58.523719], [10.849294, 11.828851, 13.025981, 13.394176, 30.300769], [9.224931, 10.430355, 11.186118, 11.572104, 27.226227], [11.135778, 12.162052, 12.998666, 13.370940, 24.773556], [17.710216, 18.074925, 20.142240, 20.352320, 78.342225], [32.959993, 33.604339, 37.249750, 37.545444, 188.142342]]
### 8
fourier: [[20.427572, 21.720390, 24.121314, 24.509945, 71.916048], [19.694493, 22.520762, 24.080468, 24.705251, 46.006494], [17.815780, 19.644153, 21.080383, 21.774062, 34.187510], [44.631302, 44.695410, 50.329296, 51.408753, 208.276559], [20.066414, 20.377199, 22.764795, 23.019333, 59.084823], [12.264601, 14.731858, 15.107380, 15.752485, 20.660103], [29.424081, 32.337958, 35.059184, 36.143819, 132.947422], [38.605838, 40.169840, 44.250123, 45.625701, 193.391240], [40.774061, 41.805749, 46.164897, 47.916531, 191.053016], [32.942816, 34.058096, 38.049106, 38.650684, 127.403322], [31.615887, 33.299511, 36.455713, 37.633448, 159.090281], [21.411915, 23.670166, 25.756340, 26.141366, 52.474085], [17.384112, 19.641269, 20.767095, 21.669942, 53.819437]]
### 10
fourier: [[21.447992, 23.294436, 24.258281, 25.774744, 96.391996], [59.081332, 64.276071, 66.482033, 71.150123, 314.524838], [27.374797, 34.439860, 34.692432, 36.180260, 46.466651], [80.122819, 87.184103, 90.370652, 96.286780, 431.210292], [17.587067, 19.891511, 21.053637, 21.797651, 60.658854], [67.425933, 74.408632, 74.675870, 79.918662, 364.650325], [32.864068, 34.919461, 36.693747, 39.119435, 131.035847], [30.480880, 32.019714, 34.162584, 36.111639, 111.410679], [36.321779, 39.122737, 40.032941, 41.910619, 210.209978], [49.167503, 51.350962, 54.778820, 58.101726, 236.474833], [49.010987, 50.569071, 54.380808, 57.509151, 222.554064], [39.518811, 41.550267, 44.047614, 46.744649, 179.735424], [16.142046, 17.089106, 18.143387, 19.279219, 76.708527]]
### 12
fourier: [[86.904877, 95.718601, 98.369129, 103.601641, 498.009354], [14.453798, 14.506782, 16.194777, 16.685984, 125.207658], [91.542727, 102.402487, 102.776560, 110.336658, 519.982685], [74.388634, 82.569372, 84.099586, 89.302037, 427.369795], [33.081077, 34.724225, 37.095396, 39.064651, 122.383478], [38.289759, 42.172056, 43.244869, 46.256133, 176.113115], [73.753149, 82.088649, 82.508083, 88.437723, 432.490921], [54.277836, 60.468051, 60.720972, 64.969513, 279.937884], [4.215141, 4.246271, 4.492188, 5.043582, 60.450119], [30.749325, 32.766185, 34.622403, 36.695420, 127.693492], [22.559698, 24.482827, 26.929001, 30.901231, 217.534429], [50.339110, 56.488985, 57.241885, 61.023910, 243.972720], [39.139523, 41.701982, 45.523664, 46.132597, 275.093675]]
### 14
fourier: [[56.292064, 60.487210, 63.562632, 65.862049, 342.058944], [97.370681, 106.010172, 110.980195, 115.608468, 585.314975], [50.291908, 53.668678, 56.381408, 58.565434, 265.837965], [103.238277, 111.623449, 118.091772, 121.974726, 667.419855], [17.593103, 19.636429, 21.224496, 21.488513, 176.615444], [40.886482, 45.851800, 47.103540, 49.768114, 221.200496], [27.432763, 31.099509, 31.912920, 33.617970, 155.906244], [28.776828, 31.203420, 31.430350, 33.963801, 104.874521], [11.884470, 13.159002, 13.176742, 14.187579, 49.753344], [4.589146, 4.786575, 5.139732, 5.320592, 25.157120], [54.876464, 61.270757, 63.423217, 66.543420, 327.455355], [101.601760, 112.644807, 116.782002, 122.340327, 607.003691], [79.479894, 86.681145, 89.963423, 94.311916, 415.804175]]
### 16
fourier: [[126.438045, 137.863037, 144.462969, 150.100139, 767.551929], [74.525346, 80.489223, 83.714052, 87.595824, 370.575789], [57.750763, 62.342858, 65.416916, 68.060654, 306.493858], [130.703083, 141.426664, 148.730608, 154.131407, 797.078651], [27.915326, 31.176289, 32.566557, 34.164202, 155.949614], [116.375989, 126.492166, 132.474551, 137.554974, 697.774851], [82.020817, 86.635047, 90.814233, 94.385741, 451.245210], [34.353550, 37.047779, 38.850673, 40.312242, 213.330115], [47.114691, 51.854550, 54.018752, 56.355016, 260.255046], [57.435906, 62.938419, 65.959753, 68.995991, 330.028576], [102.281844, 111.589497, 118.671062, 121.648230, 734.510681], [52.665677, 57.836625, 60.878930, 63.128405, 303.808951], [47.319565, 50.787733, 52.897433, 55.036617, 267.570937]]
### 18
fourier: [[117.938525, 129.508698, 136.189421, 141.491225, 651.289655]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_descending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.652358, 18.714071, 19.993988, 20.087427, 79.692247], [14.154208, 15.025352, 16.998200, 18.661328, 36.685361], [17.681432, 17.974077, 19.892193, 24.944437, 25.989392], [14.687569, 17.349203, 17.368366, 19.321613, 20.318014], [20.140132, 21.485766, 21.576155, 23.216487, 104.051155], [25.855871, 27.466898, 29.731828, 32.648439, 100.870548], [38.424024, 40.022358, 40.154766, 42.635844, 318.237829], [26.535992, 28.128562, 33.173998, 33.286374, 189.668578], [15.428335, 15.485000, 16.112615, 16.426184, 84.244684], [13.165873, 13.693303, 14.061941, 14.714398, 22.535342], [22.310921, 24.805772, 25.100164, 27.366190, 128.159751], [15.817699, 16.135868, 17.755443, 20.678439, 66.834725], [12.662110, 12.745331, 13.061463, 14.505276, 20.704742]]
### 2
fourier: [[8.763402, 9.184577, 10.996459, 13.034040, 45.555991], [19.400115, 20.423606, 20.435125, 21.797422, 144.817404], [26.810584, 27.537060, 28.675955, 29.892461, 136.573361], [17.012310, 18.009686, 20.226134, 21.626157, 92.320344], [16.236689, 17.623435, 18.681761, 18.717662, 165.629810], [12.260573, 14.633501, 15.529605, 21.303112, 27.863106], [12.229174, 12.732548, 13.132248, 13.458665, 110.126413], [17.587674, 17.684391, 18.824263, 20.623013, 101.772272], [12.361012, 12.463778, 12.646902, 14.349954, 70.530336], [23.030466, 23.452662, 24.945986, 25.272639, 123.838055], [24.399690, 25.449961, 27.170968, 27.729079, 160.082330], [11.766367, 11.919265, 12.238603, 12.957763, 54.904302], [12.422018, 13.643462, 13.674704, 14.506943, 22.906964]]
### 4
fourier: [[19.407702, 20.260986, 20.419781, 22.846913, 74.999857], [19.613734, 19.714189, 22.636563, 23.120940, 74.678084], [28.369667, 29.209144, 31.407197, 31.814728, 149.063390], [37.452654, 38.152917, 38.553609, 39.215825, 240.127444], [8.894573, 9.085934, 9.857090, 10.111646, 62.667491], [8.684927, 9.628259, 9.751217, 11.336302, 38.365824], [24.090808, 24.096850, 27.867495, 30.310262, 95.968394], [17.305698, 18.004577, 18.191142, 19.948885, 84.886004], [43.844373, 45.789557, 48.253086, 50.332591, 247.300393], [11.504957, 12.109541, 12.311565, 13.928778, 71.323166], [13.137260, 14.753968, 15.456598, 17.901781, 135.188564], [13.239261, 13.995173, 15.428602, 15.914480, 84.134947], [12.137899, 12.199088, 14.066130, 14.630256, 85.190552]]
### 6
fourier: [[12.259658, 12.390906, 13.754200, 14.015079, 70.630669], [10.998893, 11.749419, 13.174556, 13.833834, 47.648406], [43.638382, 45.639816, 47.741634, 48.666340, 270.348362], [15.352276, 16.526729, 18.630902, 19.242039, 54.588546], [19.157846, 19.816769, 22.838950, 22.960242, 54.584925], [3.083652, 3.140820, 3.533162, 3.733099, 37.042789], [17.632469, 17.720325, 18.408817, 18.905983, 82.629314], [20.457123, 21.275780, 23.906496, 24.130138, 58.523719], [10.849294, 11.828851, 13.025981, 13.394176, 30.300769], [9.224931, 10.430355, 11.186118, 11.572104, 27.226227], [11.135778, 12.162052, 12.998666, 13.370940, 24.773556], [17.710216, 18.074925, 20.142240, 20.352320, 78.342225], [32.959993, 33.604339, 37.249750, 37.545444, 188.142342]]
### 8
fourier: [[20.427572, 21.720390, 24.121314, 24.509945, 71.916048], [19.694493, 22.520762, 24.080468, 24.705251, 46.006494], [17.815780, 19.644153, 21.080383, 21.774062, 34.187510], [44.631302, 44.695410, 50.329296, 51.408753, 208.276559], [20.066414, 20.377199, 22.764795, 23.019333, 59.084823], [12.264601, 14.731858, 15.107380, 15.752485, 20.660103], [29.424081, 32.337958, 35.059184, 36.143819, 132.947422], [38.605838, 40.169840, 44.250123, 45.625701, 193.391240], [40.774061, 41.805749, 46.164897, 47.916531, 191.053016], [32.942816, 34.058096, 38.049106, 38.650684, 127.403322], [31.615887, 33.299511, 36.455713, 37.633448, 159.090281], [21.411915, 23.670166, 25.756340, 26.141366, 52.474085], [17.384112, 19.641269, 20.767095, 21.669942, 53.819437]]
### 10
fourier: [[21.447992, 23.294436, 24.258281, 25.774744, 96.391996], [59.081332, 64.276071, 66.482033, 71.150123, 314.524838], [27.374797, 34.439860, 34.692432, 36.180260, 46.466651], [80.122819, 87.184103, 90.370652, 96.286780, 431.210292], [17.587067, 19.891511, 21.053637, 21.797651, 60.658854], [67.425933, 74.408632, 74.675870, 79.918662, 364.650325], [32.864068, 34.919461, 36.693747, 39.119435, 131.035847], [30.480880, 32.019714, 34.162584, 36.111639, 111.410679], [36.321779, 39.122737, 40.032941, 41.910619, 210.209978], [49.167503, 51.350962, 54.778820, 58.101726, 236.474833], [49.010987, 50.569071, 54.380808, 57.509151, 222.554064], [39.518811, 41.550267, 44.047614, 46.744649, 179.735424], [16.142046, 17.089106, 18.143387, 19.279219, 76.708527]]
### 12
fourier: [[86.904877, 95.718601, 98.369129, 103.601641, 498.009354], [14.453798, 14.506782, 16.194777, 16.685984, 125.207658], [91.542727, 102.402487, 102.776560, 110.336658, 519.982685], [74.388634, 82.569372, 84.099586, 89.302037, 427.369795], [33.081077, 34.724225, 37.095396, 39.064651, 122.383478], [38.289759, 42.172056, 43.244869, 46.256133, 176.113115], [73.753149, 82.088649, 82.508083, 88.437723, 432.490921], [54.277836, 60.468051, 60.720972, 64.969513, 279.937884], [4.215141, 4.246271, 4.492188, 5.043582, 60.450119], [30.749325, 32.766185, 34.622403, 36.695420, 127.693492], [22.559698, 24.482827, 26.929001, 30.901231, 217.534429], [50.339110, 56.488985, 57.241885, 61.023910, 243.972720], [39.139523, 41.701982, 45.523664, 46.132597, 275.093675]]
### 14
fourier: [[56.292064, 60.487210, 63.562632, 65.862049, 342.058944], [97.370681, 106.010172, 110.980195, 115.608468, 585.314975], [50.291908, 53.668678, 56.381408, 58.565434, 265.837965], [103.238277, 111.623449, 118.091772, 121.974726, 667.419855], [17.593103, 19.636429, 21.224496, 21.488513, 176.615444], [40.886482, 45.851800, 47.103540, 49.768114, 221.200496], [27.432763, 31.099509, 31.912920, 33.617970, 155.906244], [28.776828, 31.203420, 31.430350, 33.963801, 104.874521], [11.884470, 13.159002, 13.176742, 14.187579, 49.753344], [4.589146, 4.786575, 5.139732, 5.320592, 25.157120], [54.876464, 61.270757, 63.423217, 66.543420, 327.455355], [101.601760, 112.644807, 116.782002, 122.340327, 607.003691], [79.479894, 86.681145, 89.963423, 94.311916, 415.804175]]
### 16
fourier: [[126.438045, 137.863037, 144.462969, 150.100139, 767.551929], [74.525346, 80.489223, 83.714052, 87.595824, 370.575789], [57.750763, 62.342858, 65.416916, 68.060654, 306.493858], [130.703083, 141.426664, 148.730608, 154.131407, 797.078651], [27.915326, 31.176289, 32.566557, 34.164202, 155.949614], [116.375989, 126.492166, 132.474551, 137.554974, 697.774851], [82.020817, 86.635047, 90.814233, 94.385741, 451.245210], [34.353550, 37.047779, 38.850673, 40.312242, 213.330115], [47.114691, 51.854550, 54.018752, 56.355016, 260.255046], [57.435906, 62.938419, 65.959753, 68.995991, 330.028576], [102.281844, 111.589497, 118.671062, 121.648230, 734.510681], [52.665677, 57.836625, 60.878930, 63.128405, 303.808951], [47.319565, 50.787733, 52.897433, 55.036617, 267.570937]]
### 18
fourier: [[117.938525, 129.508698, 136.189421, 141.491225, 651.289655]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_descending
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7075998783111572, "train_acc": 0.41, "val_loss": 0.6950511336326599, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6876261830329895, "train_acc": 0.59, "val_loss": 0.7066938281059265, "val_acc": 0.44}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.5958313345909119, "train_acc": 0.59, "val_loss": 0.7260101437568665, "val_acc": 0.44}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.5401478707790375, "train_acc": 0.59, "val_loss": 0.5988573431968689, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 0.5316651165485382, "train_acc": 0.515, "val_loss": 0.49594199657440186, "val_acc": 0.86}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.3816244453191757, "train_acc": 0.905, "val_loss": 0.5213686227798462, "val_acc": 0.8}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.3842635601758957, "train_acc": 0.925, "val_loss": 0.44269639253616333, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.2806665152311325, "train_acc": 0.935, "val_loss": 0.3867892324924469, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 8, "train_loss": 0.2349681481719017, "train_acc": 0.935, "val_loss": 0.33684173226356506, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 9, "train_loss": 0.2006831020116806, "train_acc": 0.94, "val_loss": 0.3828025758266449, "val_acc": 0.86}, {"stage": "improved", "epoch": 6, "global_epoch": 10, "train_loss": 0.1826181337237358, "train_acc": 0.945, "val_loss": 0.4538106620311737, "val_acc": 0.86}, {"stage": "improved", "epoch": 7, "global_epoch": 11, "train_loss": 0.21762273460626602, "train_acc": 0.935, "val_loss": 0.4189736843109131, "val_acc": 0.86}], "summary": {"total_epochs": 12, "degraded_epochs": 4, "improved_epochs": 8, "patterns": ["sorted_descending"], "degraded_stage": {"initial_val_loss": 0.6950511336326599, "final_val_loss": 0.5988573431968689, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.49594199657440186, "final_val_loss": 0.4189736843109131, "initial_val_acc": 0.86, "final_val_acc": 0.86, "best_val_acc": 0.88, "best_epoch": 8}, "improvement": 0.44, "first_improvement_epoch": 3}}
|
9,970
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.4, "improved_accuracy": 0.94, "improvement": 0.5399999999999999, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 8232, "learning_rate": 0.04934174247702072, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.045553, 26.886941, 26.902906, 30.411764, 38.590762], [52.044889, 61.265317, 63.579227, 69.007401, 355.347693], [23.986407, 24.969523, 25.224284, 32.673680, 65.163110], [26.707956, 28.787216, 30.993872, 33.203934, 34.290180], [34.022122, 36.161867, 37.034424, 43.443249, 165.597485], [36.707925, 42.587473, 44.246242, 47.885680, 338.974366], [24.568977, 26.311437, 27.982255, 31.595451, 87.640217], [21.809522, 24.732375, 26.453188, 30.051774, 32.216388], [14.147408, 14.418833, 14.989505, 15.253115, 66.193577], [8.331163, 8.399966, 8.896748, 9.256612, 75.398282], [32.758835, 33.890103, 42.011728, 42.160700, 85.085341], [38.903403, 39.540756, 48.182537, 48.541538, 81.854124], [33.083272, 33.123580, 41.005741, 41.133648, 100.882885]]
### 2
fourier: [[8.121862, 8.994975, 9.040962, 10.424294, 112.090867], [72.515915, 75.438280, 89.656601, 98.785514, 194.887817], [11.322155, 12.001905, 12.595543, 12.940892, 108.319638], [38.785133, 40.833387, 42.584263, 42.689102, 57.454955], [83.773853, 83.995230, 101.912294, 103.149333, 303.841025], [65.288398, 74.955634, 76.313512, 85.710334, 221.870946], [91.526977, 100.345845, 113.300457, 120.836305, 391.313734], [36.407979, 37.779287, 41.006708, 47.494678, 61.511926], [75.309647, 79.278173, 91.901152, 94.214416, 254.663242], [37.857843, 52.999558, 53.378564, 54.542136, 406.743128], [10.634697, 11.753699, 15.788344, 16.086287, 115.713889], [34.640992, 35.334252, 35.807817, 46.501588, 133.677866], [40.566343, 47.642118, 50.498243, 53.580453, 280.534446]]
### 4
fourier: [[60.111483, 65.214831, 72.891074, 79.641587, 282.756260], [67.144366, 70.409507, 80.632423, 88.036731, 360.340682], [39.962342, 42.996885, 44.889761, 46.782266, 91.692045], [62.008004, 65.904233, 76.380205, 81.230890, 275.563063], [38.950987, 39.079653, 46.838245, 51.888062, 216.001295], [110.611665, 112.484559, 133.977030, 137.366481, 388.023504], [46.251656, 49.384293, 53.957738, 59.789196, 271.895111], [54.071337, 56.592043, 66.367651, 66.406076, 162.524529], [47.362953, 50.103205, 57.624447, 58.743597, 174.961477], [109.131946, 114.371647, 136.120102, 143.178952, 420.916010], [35.401568, 39.799178, 41.549723, 42.234057, 64.769687], [116.920986, 121.647184, 143.926084, 149.311275, 450.820336], [59.767687, 63.564851, 68.266603, 69.661439, 143.184869]]
### 6
fourier: [[66.209522, 69.208352, 82.270231, 86.254824, 221.238552], [112.457543, 113.833862, 134.132289, 144.036747, 502.229902], [64.771640, 65.401477, 77.939364, 80.083307, 222.284072], [68.095195, 68.619078, 80.813384, 87.630000, 328.937960], [142.452043, 146.709212, 172.847146, 182.640527, 562.195125], [9.191828, 9.440451, 10.849640, 11.277526, 42.892387], [81.873755, 82.325156, 95.519084, 105.493409, 415.764704], [144.261717, 146.697213, 173.899017, 185.866251, 588.412580], [109.729242, 110.129454, 130.904866, 133.972257, 383.042292], [108.463567, 110.806470, 131.355473, 139.899456, 421.509402], [69.840841, 72.348946, 86.450696, 90.400022, 259.119591], [79.602541, 79.915912, 93.627396, 102.837660, 405.742077], [119.510435, 121.998380, 143.607717, 154.217224, 499.168544]]
### 8
fourier: [[148.255589, 149.943678, 176.814183, 190.903101, 618.537565], [27.474022, 27.682538, 33.077688, 35.325872, 159.844181], [89.409340, 90.035203, 106.115735, 115.043520, 367.579856], [69.818745, 70.080184, 82.688218, 90.240232, 301.524239], [114.011948, 114.072904, 134.523423, 146.757960, 491.500607], [146.746760, 147.472935, 173.102232, 189.478526, 697.048312], [44.572250, 44.829994, 52.254189, 57.753034, 220.384933], [158.725942, 159.828750, 189.158880, 203.743443, 663.568736], [88.157493, 92.109075, 104.693701, 118.282326, 482.518930], [42.879577, 43.016472, 50.874810, 55.565549, 230.613363], [56.608805, 59.263069, 67.199896, 76.666842, 314.388206], [156.934201, 159.985120, 189.777495, 201.754725, 637.252043], [44.588588, 46.407515, 52.583809, 59.465588, 247.677184]]
### 10
fourier: [[90.569540, 90.998271, 107.039427, 116.990967, 414.747487], [108.402107, 109.843195, 130.241483, 139.701496, 443.528524], [56.071362, 56.543548, 66.791230, 72.608754, 263.475334], [151.284387, 154.477059, 183.269802, 194.621229, 539.893942], [64.795631, 64.823229, 76.920149, 83.391603, 277.143641], [57.731082, 58.010744, 68.477313, 74.632634, 267.551988], [183.400649, 186.394518, 221.106079, 236.094753, 744.965419], [113.479205, 114.712940, 134.243278, 147.337285, 528.075918], [123.361802, 127.035690, 150.694964, 158.921952, 422.709283], [153.417993, 155.975380, 185.054531, 197.300024, 611.927211], [69.802370, 69.884907, 82.749240, 89.927759, 316.365992], [23.352462, 24.099031, 27.639261, 31.220806, 127.834212], [199.338645, 200.636499, 237.886887, 256.528804, 843.169896]]
### 12
fourier: [[10.486304, 11.697034, 12.456054, 14.441686, 100.666996], [176.772796, 180.629432, 212.462816, 227.727612, 623.513976], [250.330556, 251.363978, 298.033548, 321.893491, 1054.975499], [130.259956, 132.651600, 154.937897, 167.761135, 508.297898], [50.011018, 52.503044, 55.864050, 59.694207, 96.783888], [74.814144, 76.557712, 90.201201, 96.405208, 290.302738], [134.626508, 135.725652, 160.789338, 174.502885, 656.139414], [128.037241, 128.339139, 153.220249, 165.005778, 578.973711], [50.430094, 50.570523, 59.218336, 65.035738, 249.170698], [130.117706, 131.353818, 155.250397, 168.754229, 646.373776], [172.957694, 173.754323, 206.664840, 223.347252, 774.622461], [8.105034, 8.255116, 9.217329, 10.434648, 79.161691], [135.511253, 137.389474, 162.581908, 176.492477, 693.587134]]
### 14
fourier: [[74.131267, 74.269530, 88.175844, 95.578196, 331.542511], [72.964096, 74.702998, 88.684194, 96.113218, 381.654377], [48.023872, 48.665395, 57.448668, 61.810654, 174.418587], [57.575862, 58.129718, 68.438743, 74.084657, 210.841650], [3.224015, 3.622047, 4.000948, 4.215789, 33.755829], [92.696279, 93.056572, 110.494188, 119.256867, 377.038892], [15.122490, 16.172706, 18.793799, 20.888997, 123.236805], [54.418445, 54.490289, 61.381984, 65.825951, 93.296796], [28.868849, 29.664257, 35.225074, 38.206140, 186.338618], [31.170842, 32.702713, 38.691385, 42.173271, 186.230054], [80.906000, 81.195888, 95.540528, 104.102700, 337.538832], [123.439400, 125.134951, 146.565187, 158.910994, 429.623220], [30.801226, 31.817012, 36.669036, 39.658274, 128.798510]]
### 16
fourier: [[31.867007, 31.877441, 37.680042, 41.078518, 158.168708], [49.351245, 49.374598, 59.638203, 63.522793, 216.464611], [68.073761, 68.150625, 81.848780, 87.644937, 332.914296], [86.262431, 86.809275, 102.044769, 111.109645, 333.646330], [87.054435, 87.501855, 101.960199, 112.251253, 331.135613], [113.102072, 114.649897, 133.378953, 145.813902, 422.507568], [49.138146, 49.819711, 59.251499, 64.128075, 249.166020], [33.993052, 34.079041, 41.190836, 43.785563, 156.653365], [96.748007, 99.662843, 114.705112, 124.820327, 234.911497], [42.173859, 43.838555, 53.834156, 56.572754, 289.835002], [34.757027, 35.023484, 42.445808, 45.070249, 195.395426], [12.456197, 12.830003, 15.086640, 16.527237, 82.523472], [19.063327, 19.501268, 21.902613, 24.672376, 50.245163]]
### 18
fourier: [[11.510363, 11.516230, 13.818219, 14.836527, 58.666112], [65.417056, 66.643355, 74.335395, 84.445697, 128.914265], [18.471553, 18.629351, 23.460989, 24.043011, 129.117305], [9.737705, 9.779066, 11.934417, 12.531691, 43.893185], [30.814823, 31.794846, 33.624727, 39.986254, 47.430233], [38.769296, 39.240433, 45.109321, 49.989406, 127.284417], [52.241191, 52.508230, 61.819101, 67.320302, 203.481275], [52.274703, 52.709736, 61.212628, 67.390658, 216.717234], [3.619101, 3.688444, 4.800938, 4.992866, 39.480060], [27.902250, 28.277556, 31.699388, 36.025148, 57.219850], [67.093106, 67.545545, 78.713678, 86.470751, 259.188238], [4.800490, 4.848268, 5.261517, 6.356097, 72.887876], [10.255429, 10.557698, 10.790475, 12.068178, 93.866358]]
### 20
fourier: [[36.326898, 36.529999, 41.233460, 46.846101, 69.909753]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.045553, 26.886941, 26.902906, 30.411764, 38.590762], [52.044889, 61.265317, 63.579227, 69.007401, 355.347693], [23.986407, 24.969523, 25.224284, 32.673680, 65.163110], [26.707956, 28.787216, 30.993872, 33.203934, 34.290180], [34.022122, 36.161867, 37.034424, 43.443249, 165.597485], [36.707925, 42.587473, 44.246242, 47.885680, 338.974366], [24.568977, 26.311437, 27.982255, 31.595451, 87.640217], [21.809522, 24.732375, 26.453188, 30.051774, 32.216388], [14.147408, 14.418833, 14.989505, 15.253115, 66.193577], [8.331163, 8.399966, 8.896748, 9.256612, 75.398282], [32.758835, 33.890103, 42.011728, 42.160700, 85.085341], [38.903403, 39.540756, 48.182537, 48.541538, 81.854124], [33.083272, 33.123580, 41.005741, 41.133648, 100.882885]]
### 2
fourier: [[8.121862, 8.994975, 9.040962, 10.424294, 112.090867], [72.515915, 75.438280, 89.656601, 98.785514, 194.887817], [11.322155, 12.001905, 12.595543, 12.940892, 108.319638], [38.785133, 40.833387, 42.584263, 42.689102, 57.454955], [83.773853, 83.995230, 101.912294, 103.149333, 303.841025], [65.288398, 74.955634, 76.313512, 85.710334, 221.870946], [91.526977, 100.345845, 113.300457, 120.836305, 391.313734], [36.407979, 37.779287, 41.006708, 47.494678, 61.511926], [75.309647, 79.278173, 91.901152, 94.214416, 254.663242], [37.857843, 52.999558, 53.378564, 54.542136, 406.743128], [10.634697, 11.753699, 15.788344, 16.086287, 115.713889], [34.640992, 35.334252, 35.807817, 46.501588, 133.677866], [40.566343, 47.642118, 50.498243, 53.580453, 280.534446]]
### 4
fourier: [[60.111483, 65.214831, 72.891074, 79.641587, 282.756260], [67.144366, 70.409507, 80.632423, 88.036731, 360.340682], [39.962342, 42.996885, 44.889761, 46.782266, 91.692045], [62.008004, 65.904233, 76.380205, 81.230890, 275.563063], [38.950987, 39.079653, 46.838245, 51.888062, 216.001295], [110.611665, 112.484559, 133.977030, 137.366481, 388.023504], [46.251656, 49.384293, 53.957738, 59.789196, 271.895111], [54.071337, 56.592043, 66.367651, 66.406076, 162.524529], [47.362953, 50.103205, 57.624447, 58.743597, 174.961477], [109.131946, 114.371647, 136.120102, 143.178952, 420.916010], [35.401568, 39.799178, 41.549723, 42.234057, 64.769687], [116.920986, 121.647184, 143.926084, 149.311275, 450.820336], [59.767687, 63.564851, 68.266603, 69.661439, 143.184869]]
### 6
fourier: [[66.209522, 69.208352, 82.270231, 86.254824, 221.238552], [112.457543, 113.833862, 134.132289, 144.036747, 502.229902], [64.771640, 65.401477, 77.939364, 80.083307, 222.284072], [68.095195, 68.619078, 80.813384, 87.630000, 328.937960], [142.452043, 146.709212, 172.847146, 182.640527, 562.195125], [9.191828, 9.440451, 10.849640, 11.277526, 42.892387], [81.873755, 82.325156, 95.519084, 105.493409, 415.764704], [144.261717, 146.697213, 173.899017, 185.866251, 588.412580], [109.729242, 110.129454, 130.904866, 133.972257, 383.042292], [108.463567, 110.806470, 131.355473, 139.899456, 421.509402], [69.840841, 72.348946, 86.450696, 90.400022, 259.119591], [79.602541, 79.915912, 93.627396, 102.837660, 405.742077], [119.510435, 121.998380, 143.607717, 154.217224, 499.168544]]
### 8
fourier: [[148.255589, 149.943678, 176.814183, 190.903101, 618.537565], [27.474022, 27.682538, 33.077688, 35.325872, 159.844181], [89.409340, 90.035203, 106.115735, 115.043520, 367.579856], [69.818745, 70.080184, 82.688218, 90.240232, 301.524239], [114.011948, 114.072904, 134.523423, 146.757960, 491.500607], [146.746760, 147.472935, 173.102232, 189.478526, 697.048312], [44.572250, 44.829994, 52.254189, 57.753034, 220.384933], [158.725942, 159.828750, 189.158880, 203.743443, 663.568736], [88.157493, 92.109075, 104.693701, 118.282326, 482.518930], [42.879577, 43.016472, 50.874810, 55.565549, 230.613363], [56.608805, 59.263069, 67.199896, 76.666842, 314.388206], [156.934201, 159.985120, 189.777495, 201.754725, 637.252043], [44.588588, 46.407515, 52.583809, 59.465588, 247.677184]]
### 10
fourier: [[90.569540, 90.998271, 107.039427, 116.990967, 414.747487], [108.402107, 109.843195, 130.241483, 139.701496, 443.528524], [56.071362, 56.543548, 66.791230, 72.608754, 263.475334], [151.284387, 154.477059, 183.269802, 194.621229, 539.893942], [64.795631, 64.823229, 76.920149, 83.391603, 277.143641], [57.731082, 58.010744, 68.477313, 74.632634, 267.551988], [183.400649, 186.394518, 221.106079, 236.094753, 744.965419], [113.479205, 114.712940, 134.243278, 147.337285, 528.075918], [123.361802, 127.035690, 150.694964, 158.921952, 422.709283], [153.417993, 155.975380, 185.054531, 197.300024, 611.927211], [69.802370, 69.884907, 82.749240, 89.927759, 316.365992], [23.352462, 24.099031, 27.639261, 31.220806, 127.834212], [199.338645, 200.636499, 237.886887, 256.528804, 843.169896]]
### 12
fourier: [[10.486304, 11.697034, 12.456054, 14.441686, 100.666996], [176.772796, 180.629432, 212.462816, 227.727612, 623.513976], [250.330556, 251.363978, 298.033548, 321.893491, 1054.975499], [130.259956, 132.651600, 154.937897, 167.761135, 508.297898], [50.011018, 52.503044, 55.864050, 59.694207, 96.783888], [74.814144, 76.557712, 90.201201, 96.405208, 290.302738], [134.626508, 135.725652, 160.789338, 174.502885, 656.139414], [128.037241, 128.339139, 153.220249, 165.005778, 578.973711], [50.430094, 50.570523, 59.218336, 65.035738, 249.170698], [130.117706, 131.353818, 155.250397, 168.754229, 646.373776], [172.957694, 173.754323, 206.664840, 223.347252, 774.622461], [8.105034, 8.255116, 9.217329, 10.434648, 79.161691], [135.511253, 137.389474, 162.581908, 176.492477, 693.587134]]
### 14
fourier: [[74.131267, 74.269530, 88.175844, 95.578196, 331.542511], [72.964096, 74.702998, 88.684194, 96.113218, 381.654377], [48.023872, 48.665395, 57.448668, 61.810654, 174.418587], [57.575862, 58.129718, 68.438743, 74.084657, 210.841650], [3.224015, 3.622047, 4.000948, 4.215789, 33.755829], [92.696279, 93.056572, 110.494188, 119.256867, 377.038892], [15.122490, 16.172706, 18.793799, 20.888997, 123.236805], [54.418445, 54.490289, 61.381984, 65.825951, 93.296796], [28.868849, 29.664257, 35.225074, 38.206140, 186.338618], [31.170842, 32.702713, 38.691385, 42.173271, 186.230054], [80.906000, 81.195888, 95.540528, 104.102700, 337.538832], [123.439400, 125.134951, 146.565187, 158.910994, 429.623220], [30.801226, 31.817012, 36.669036, 39.658274, 128.798510]]
### 16
fourier: [[31.867007, 31.877441, 37.680042, 41.078518, 158.168708], [49.351245, 49.374598, 59.638203, 63.522793, 216.464611], [68.073761, 68.150625, 81.848780, 87.644937, 332.914296], [86.262431, 86.809275, 102.044769, 111.109645, 333.646330], [87.054435, 87.501855, 101.960199, 112.251253, 331.135613], [113.102072, 114.649897, 133.378953, 145.813902, 422.507568], [49.138146, 49.819711, 59.251499, 64.128075, 249.166020], [33.993052, 34.079041, 41.190836, 43.785563, 156.653365], [96.748007, 99.662843, 114.705112, 124.820327, 234.911497], [42.173859, 43.838555, 53.834156, 56.572754, 289.835002], [34.757027, 35.023484, 42.445808, 45.070249, 195.395426], [12.456197, 12.830003, 15.086640, 16.527237, 82.523472], [19.063327, 19.501268, 21.902613, 24.672376, 50.245163]]
### 18
fourier: [[11.510363, 11.516230, 13.818219, 14.836527, 58.666112], [65.417056, 66.643355, 74.335395, 84.445697, 128.914265], [18.471553, 18.629351, 23.460989, 24.043011, 129.117305], [9.737705, 9.779066, 11.934417, 12.531691, 43.893185], [30.814823, 31.794846, 33.624727, 39.986254, 47.430233], [38.769296, 39.240433, 45.109321, 49.989406, 127.284417], [52.241191, 52.508230, 61.819101, 67.320302, 203.481275], [52.274703, 52.709736, 61.212628, 67.390658, 216.717234], [3.619101, 3.688444, 4.800938, 4.992866, 39.480060], [27.902250, 28.277556, 31.699388, 36.025148, 57.219850], [67.093106, 67.545545, 78.713678, 86.470751, 259.188238], [4.800490, 4.848268, 5.261517, 6.356097, 72.887876], [10.255429, 10.557698, 10.790475, 12.068178, 93.866358]]
### 20
fourier: [[36.326898, 36.529999, 41.233460, 46.846101, 69.909753]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6851120591163635, "train_acc": 0.585, "val_loss": 0.8223404884338379, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6862867772579193, "train_acc": 0.585, "val_loss": 0.7121911644935608, "val_acc": 0.4}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6989414989948273, "train_acc": 0.525, "val_loss": 0.6210359334945679, "val_acc": 0.4}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6285506188869476, "train_acc": 0.615, "val_loss": 0.6592094898223877, "val_acc": 0.74}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6691438555717468, "train_acc": 0.635, "val_loss": 0.6424694657325745, "val_acc": 0.78}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6422426700592041, "train_acc": 0.745, "val_loss": 0.5687534213066101, "val_acc": 0.92}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.5289550423622131, "train_acc": 0.815, "val_loss": 0.49073150753974915, "val_acc": 0.7}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.44559410214424133, "train_acc": 0.82, "val_loss": 0.4068913161754608, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.42575399577617645, "train_acc": 0.865, "val_loss": 0.33087965846061707, "val_acc": 0.92}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.3752623349428177, "train_acc": 0.835, "val_loss": 0.2963288128376007, "val_acc": 0.92}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.38843756914138794, "train_acc": 0.845, "val_loss": 0.2680739164352417, "val_acc": 0.94}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.3531494289636612, "train_acc": 0.845, "val_loss": 0.3386518955230713, "val_acc": 0.82}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.8223404884338379, "final_val_loss": 0.7121911644935608, "initial_val_acc": 0.4, "final_val_acc": 0.4, "best_val_acc": 0.4}, "improved_stage": {"initial_val_loss": 0.6210359334945679, "final_val_loss": 0.3386518955230713, "initial_val_acc": 0.4, "final_val_acc": 0.82, "best_val_acc": 0.94, "best_epoch": 10}, "improvement": 0.5399999999999999, "first_improvement_epoch": 1}}
|
9,971
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.48, "improved_accuracy": 0.9, "improvement": 0.42000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8086, "learning_rate": 0.05248337202460957, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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## Activation Signature
### 0
fourier: [[27.995082, 29.074171, 31.180767, 33.149892, 184.855659], [26.335242, 31.500817, 33.649585, 36.953470, 61.522942], [32.301230, 33.737972, 34.468210, 38.826199, 174.771375], [34.192443, 34.228836, 35.128426, 35.327199, 203.601386], [31.266361, 33.692116, 39.293648, 44.101782, 308.349984], [25.678034, 27.292768, 28.933672, 29.765902, 79.883014], [23.292286, 24.150868, 25.205643, 25.818905, 105.229807], [12.993543, 13.926067, 13.946103, 15.589962, 54.092126], [12.284609, 12.847899, 13.207254, 14.402723, 15.093729], [20.435533, 20.472361, 23.362456, 24.403425, 110.407902], [27.799730, 27.917739, 30.240212, 35.918445, 42.214558], [19.776711, 20.806525, 23.692322, 25.922052, 25.933673], [16.558948, 17.530318, 17.534435, 18.233004, 31.042916]]
### 2
fourier: [[24.876025, 25.771889, 27.340691, 28.679697, 220.200991], [30.626702, 34.910900, 36.010866, 44.272132, 301.717752], [19.631663, 19.844247, 20.200338, 23.393306, 35.505490], [54.981800, 55.161648, 55.265232, 58.381377, 252.600049], [21.194109, 21.669815, 23.251591, 25.416386, 160.203100], [22.618256, 23.367728, 23.766783, 26.836462, 223.728148], [48.587732, 52.321844, 55.045109, 58.093325, 293.366884], [46.830342, 49.875575, 55.753884, 55.875747, 273.702706], [49.194993, 52.924565, 56.892448, 56.941546, 331.959862], [21.003905, 22.457665, 24.889699, 25.285681, 159.566630], [20.178120, 20.867383, 22.189114, 26.169037, 103.352009], [27.504730, 30.196516, 35.099487, 36.596412, 265.225481], [8.300079, 9.012715, 9.261467, 12.967644, 109.591342]]
### 4
fourier: [[27.231608, 28.669988, 29.698098, 35.795226, 190.743744], [5.140687, 5.899503, 6.256635, 6.360424, 22.178672], [53.379564, 54.493273, 56.652159, 57.308955, 349.486096], [35.546254, 37.301322, 37.463644, 38.729928, 222.139102], [28.359128, 28.864695, 29.441042, 30.209164, 211.056711], [34.589079, 35.817409, 38.714760, 39.187669, 219.125144], [46.758178, 49.532721, 50.591198, 50.605587, 334.127254], [36.529782, 39.015411, 40.057295, 40.834757, 249.429216], [36.547698, 36.625697, 36.780005, 39.281908, 242.359655], [55.656561, 57.765327, 59.688106, 60.229961, 391.672089], [57.943227, 58.998475, 62.003792, 62.669922, 339.420698], [34.046865, 34.220113, 36.236304, 38.060832, 243.362739], [37.036885, 37.141641, 41.292998, 43.869368, 308.273614]]
### 6
fourier: [[62.500614, 66.753476, 67.568547, 67.934781, 446.941115], [58.316248, 61.397869, 62.983962, 63.611654, 414.907016], [77.008303, 80.664878, 82.698959, 82.797716, 527.327784], [72.424877, 76.425944, 77.778819, 78.285028, 482.932823], [67.315483, 70.996671, 72.454793, 72.844807, 454.564861], [69.990037, 73.754849, 75.628449, 75.936811, 489.726915], [54.624922, 58.363511, 59.396241, 59.672313, 339.618774], [77.605639, 80.657803, 83.511954, 84.591675, 457.620585], [8.493673, 8.690967, 9.399918, 9.403674, 52.925682], [49.668875, 51.366540, 53.466224, 54.588070, 355.594543], [77.160941, 81.984050, 82.586987, 84.080822, 533.228590], [65.663662, 69.326113, 70.882774, 71.627903, 435.801544], [66.177712, 68.956900, 71.280558, 72.008031, 466.852338]]
### 8
fourier: [[62.445802, 66.836908, 67.384827, 68.131845, 416.226884], [37.261239, 39.744697, 40.344596, 40.547265, 260.192235], [31.992362, 32.620988, 34.052914, 35.637697, 199.488800], [67.051313, 71.721082, 72.506079, 73.266891, 473.862188], [18.162305, 19.118325, 20.072870, 20.126180, 98.380828], [31.994740, 33.882526, 34.530353, 35.280737, 174.061707], [22.477462, 23.682751, 24.802881, 25.038129, 174.828978], [52.833627, 56.489319, 56.771554, 57.789433, 359.642687], [23.582412, 24.405095, 25.184824, 26.212974, 147.966684], [57.641661, 61.700881, 62.039498, 63.273176, 369.237274], [28.341128, 30.252978, 30.817251, 30.834483, 181.748845], [49.207970, 51.960313, 53.361236, 53.444062, 339.379280], [80.487279, 85.153212, 87.250389, 87.492013, 560.618342]]
### 10
fourier: [[54.800680, 57.338902, 59.124594, 59.355838, 342.690331], [42.740476, 43.710784, 45.521005, 46.700784, 264.566477], [44.840819, 48.046078, 48.373040, 49.222723, 309.877543], [51.598782, 53.225844, 55.205147, 56.033054, 304.888994], [12.090720, 12.465126, 13.888774, 14.020620, 91.736733], [12.058532, 12.569774, 12.892116, 14.126692, 47.889632], [36.562134, 37.402879, 38.852594, 39.864187, 210.315507], [56.032987, 58.658663, 60.521980, 60.588295, 338.685351], [17.745705, 18.556946, 19.085177, 19.373840, 82.527126], [23.827771, 24.297455, 25.204208, 25.933846, 133.556994], [38.897251, 40.769542, 41.932890, 42.185084, 253.014858], [22.340692, 23.762233, 24.137994, 24.394367, 145.108327], [37.472713, 38.791815, 40.156740, 40.814118, 203.170516]]
### 12
fourier: [[14.275671, 14.760621, 15.255257, 15.381724, 68.626143], [35.936141, 37.239306, 38.607830, 38.768344, 229.023081], [52.816962, 54.157224, 56.409657, 57.648429, 329.931757], [37.938967, 38.695779, 40.328815, 41.409641, 244.949563], [33.702189, 33.846275, 35.497842, 36.769894, 213.517593], [30.460626, 31.367541, 32.533922, 33.290589, 244.054522], [19.240686, 20.254088, 20.959597, 21.474396, 94.564410], [47.050571, 48.758373, 50.491423, 50.785490, 330.949445], [45.411000, 45.424393, 47.626396, 49.396264, 284.738997], [61.485900, 62.773348, 65.501197, 66.826791, 331.187441], [17.095154, 17.129265, 18.029333, 18.419879, 76.295082], [30.384718, 31.520130, 32.612328, 32.867879, 227.237309], [47.007324, 48.206931, 50.299821, 50.669974, 265.688895]]
### 14
fourier: [[22.448250, 22.868511, 23.914192, 24.421124, 112.452301], [33.494544, 34.790933, 35.755481, 36.259404, 202.635398], [19.566516, 20.490830, 20.707071, 21.555250, 67.898825], [55.527371, 56.435010, 59.378250, 59.689966, 297.185150], [4.265114, 4.564037, 4.604575, 5.271888, 66.465143], [7.138208, 7.297130, 7.639652, 7.955469, 15.019274], [37.479219, 39.557581, 39.746294, 41.068179, 186.455750], [27.280946, 27.682876, 29.136253, 29.403637, 144.656002], [30.490689, 30.632964, 32.395428, 33.003401, 114.327203], [19.259367, 20.205018, 20.768972, 22.269192, 79.934864], [10.855701, 11.029473, 11.475274, 11.683372, 18.671665], [1.359338, 1.386333, 1.405304, 1.646135, 30.604832], [25.354971, 26.090612, 27.374156, 28.329556, 115.999579]]
### 16
fourier: [[60.319553, 61.194193, 64.669595, 65.164505, 279.234452], [48.381425, 49.429898, 51.844674, 54.150042, 201.852917], [40.457663, 42.793541, 43.606999, 47.094035, 248.847055], [44.221641, 46.881684, 47.781854, 51.792598, 311.473192], [52.049108, 52.647832, 55.480597, 56.867537, 238.814781], [39.686205, 40.532131, 41.703361, 43.805611, 148.300131], [53.798381, 55.145976, 57.600114, 59.661697, 321.807395], [51.117209, 51.938854, 55.165820, 57.396384, 204.519720], [21.315083, 22.948273, 23.252685, 24.972486, 139.060121], [29.429611, 29.883239, 31.806509, 33.047066, 63.623698], [54.852153, 57.171202, 59.180208, 62.058282, 354.720960], [31.712994, 34.323898, 34.776405, 36.883155, 242.539110], [32.965995, 33.748982, 35.061698, 36.717834, 119.506750]]
### 18
fourier: [[72.599078, 76.102487, 79.728279, 80.341450, 342.918099]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[27.995082, 29.074171, 31.180767, 33.149892, 184.855659], [26.335242, 31.500817, 33.649585, 36.953470, 61.522942], [32.301230, 33.737972, 34.468210, 38.826199, 174.771375], [34.192443, 34.228836, 35.128426, 35.327199, 203.601386], [31.266361, 33.692116, 39.293648, 44.101782, 308.349984], [25.678034, 27.292768, 28.933672, 29.765902, 79.883014], [23.292286, 24.150868, 25.205643, 25.818905, 105.229807], [12.993543, 13.926067, 13.946103, 15.589962, 54.092126], [12.284609, 12.847899, 13.207254, 14.402723, 15.093729], [20.435533, 20.472361, 23.362456, 24.403425, 110.407902], [27.799730, 27.917739, 30.240212, 35.918445, 42.214558], [19.776711, 20.806525, 23.692322, 25.922052, 25.933673], [16.558948, 17.530318, 17.534435, 18.233004, 31.042916]]
### 2
fourier: [[24.876025, 25.771889, 27.340691, 28.679697, 220.200991], [30.626702, 34.910900, 36.010866, 44.272132, 301.717752], [19.631663, 19.844247, 20.200338, 23.393306, 35.505490], [54.981800, 55.161648, 55.265232, 58.381377, 252.600049], [21.194109, 21.669815, 23.251591, 25.416386, 160.203100], [22.618256, 23.367728, 23.766783, 26.836462, 223.728148], [48.587732, 52.321844, 55.045109, 58.093325, 293.366884], [46.830342, 49.875575, 55.753884, 55.875747, 273.702706], [49.194993, 52.924565, 56.892448, 56.941546, 331.959862], [21.003905, 22.457665, 24.889699, 25.285681, 159.566630], [20.178120, 20.867383, 22.189114, 26.169037, 103.352009], [27.504730, 30.196516, 35.099487, 36.596412, 265.225481], [8.300079, 9.012715, 9.261467, 12.967644, 109.591342]]
### 4
fourier: [[27.231608, 28.669988, 29.698098, 35.795226, 190.743744], [5.140687, 5.899503, 6.256635, 6.360424, 22.178672], [53.379564, 54.493273, 56.652159, 57.308955, 349.486096], [35.546254, 37.301322, 37.463644, 38.729928, 222.139102], [28.359128, 28.864695, 29.441042, 30.209164, 211.056711], [34.589079, 35.817409, 38.714760, 39.187669, 219.125144], [46.758178, 49.532721, 50.591198, 50.605587, 334.127254], [36.529782, 39.015411, 40.057295, 40.834757, 249.429216], [36.547698, 36.625697, 36.780005, 39.281908, 242.359655], [55.656561, 57.765327, 59.688106, 60.229961, 391.672089], [57.943227, 58.998475, 62.003792, 62.669922, 339.420698], [34.046865, 34.220113, 36.236304, 38.060832, 243.362739], [37.036885, 37.141641, 41.292998, 43.869368, 308.273614]]
### 6
fourier: [[62.500614, 66.753476, 67.568547, 67.934781, 446.941115], [58.316248, 61.397869, 62.983962, 63.611654, 414.907016], [77.008303, 80.664878, 82.698959, 82.797716, 527.327784], [72.424877, 76.425944, 77.778819, 78.285028, 482.932823], [67.315483, 70.996671, 72.454793, 72.844807, 454.564861], [69.990037, 73.754849, 75.628449, 75.936811, 489.726915], [54.624922, 58.363511, 59.396241, 59.672313, 339.618774], [77.605639, 80.657803, 83.511954, 84.591675, 457.620585], [8.493673, 8.690967, 9.399918, 9.403674, 52.925682], [49.668875, 51.366540, 53.466224, 54.588070, 355.594543], [77.160941, 81.984050, 82.586987, 84.080822, 533.228590], [65.663662, 69.326113, 70.882774, 71.627903, 435.801544], [66.177712, 68.956900, 71.280558, 72.008031, 466.852338]]
### 8
fourier: [[62.445802, 66.836908, 67.384827, 68.131845, 416.226884], [37.261239, 39.744697, 40.344596, 40.547265, 260.192235], [31.992362, 32.620988, 34.052914, 35.637697, 199.488800], [67.051313, 71.721082, 72.506079, 73.266891, 473.862188], [18.162305, 19.118325, 20.072870, 20.126180, 98.380828], [31.994740, 33.882526, 34.530353, 35.280737, 174.061707], [22.477462, 23.682751, 24.802881, 25.038129, 174.828978], [52.833627, 56.489319, 56.771554, 57.789433, 359.642687], [23.582412, 24.405095, 25.184824, 26.212974, 147.966684], [57.641661, 61.700881, 62.039498, 63.273176, 369.237274], [28.341128, 30.252978, 30.817251, 30.834483, 181.748845], [49.207970, 51.960313, 53.361236, 53.444062, 339.379280], [80.487279, 85.153212, 87.250389, 87.492013, 560.618342]]
### 10
fourier: [[54.800680, 57.338902, 59.124594, 59.355838, 342.690331], [42.740476, 43.710784, 45.521005, 46.700784, 264.566477], [44.840819, 48.046078, 48.373040, 49.222723, 309.877543], [51.598782, 53.225844, 55.205147, 56.033054, 304.888994], [12.090720, 12.465126, 13.888774, 14.020620, 91.736733], [12.058532, 12.569774, 12.892116, 14.126692, 47.889632], [36.562134, 37.402879, 38.852594, 39.864187, 210.315507], [56.032987, 58.658663, 60.521980, 60.588295, 338.685351], [17.745705, 18.556946, 19.085177, 19.373840, 82.527126], [23.827771, 24.297455, 25.204208, 25.933846, 133.556994], [38.897251, 40.769542, 41.932890, 42.185084, 253.014858], [22.340692, 23.762233, 24.137994, 24.394367, 145.108327], [37.472713, 38.791815, 40.156740, 40.814118, 203.170516]]
### 12
fourier: [[14.275671, 14.760621, 15.255257, 15.381724, 68.626143], [35.936141, 37.239306, 38.607830, 38.768344, 229.023081], [52.816962, 54.157224, 56.409657, 57.648429, 329.931757], [37.938967, 38.695779, 40.328815, 41.409641, 244.949563], [33.702189, 33.846275, 35.497842, 36.769894, 213.517593], [30.460626, 31.367541, 32.533922, 33.290589, 244.054522], [19.240686, 20.254088, 20.959597, 21.474396, 94.564410], [47.050571, 48.758373, 50.491423, 50.785490, 330.949445], [45.411000, 45.424393, 47.626396, 49.396264, 284.738997], [61.485900, 62.773348, 65.501197, 66.826791, 331.187441], [17.095154, 17.129265, 18.029333, 18.419879, 76.295082], [30.384718, 31.520130, 32.612328, 32.867879, 227.237309], [47.007324, 48.206931, 50.299821, 50.669974, 265.688895]]
### 14
fourier: [[22.448250, 22.868511, 23.914192, 24.421124, 112.452301], [33.494544, 34.790933, 35.755481, 36.259404, 202.635398], [19.566516, 20.490830, 20.707071, 21.555250, 67.898825], [55.527371, 56.435010, 59.378250, 59.689966, 297.185150], [4.265114, 4.564037, 4.604575, 5.271888, 66.465143], [7.138208, 7.297130, 7.639652, 7.955469, 15.019274], [37.479219, 39.557581, 39.746294, 41.068179, 186.455750], [27.280946, 27.682876, 29.136253, 29.403637, 144.656002], [30.490689, 30.632964, 32.395428, 33.003401, 114.327203], [19.259367, 20.205018, 20.768972, 22.269192, 79.934864], [10.855701, 11.029473, 11.475274, 11.683372, 18.671665], [1.359338, 1.386333, 1.405304, 1.646135, 30.604832], [25.354971, 26.090612, 27.374156, 28.329556, 115.999579]]
### 16
fourier: [[60.319553, 61.194193, 64.669595, 65.164505, 279.234452], [48.381425, 49.429898, 51.844674, 54.150042, 201.852917], [40.457663, 42.793541, 43.606999, 47.094035, 248.847055], [44.221641, 46.881684, 47.781854, 51.792598, 311.473192], [52.049108, 52.647832, 55.480597, 56.867537, 238.814781], [39.686205, 40.532131, 41.703361, 43.805611, 148.300131], [53.798381, 55.145976, 57.600114, 59.661697, 321.807395], [51.117209, 51.938854, 55.165820, 57.396384, 204.519720], [21.315083, 22.948273, 23.252685, 24.972486, 139.060121], [29.429611, 29.883239, 31.806509, 33.047066, 63.623698], [54.852153, 57.171202, 59.180208, 62.058282, 354.720960], [31.712994, 34.323898, 34.776405, 36.883155, 242.539110], [32.965995, 33.748982, 35.061698, 36.717834, 119.506750]]
### 18
fourier: [[72.599078, 76.102487, 79.728279, 80.341450, 342.918099]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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"network.18.weight": [[-0.313987, -0.345592, -0.101133, -0.203704, -0.253936, -0.288357, 0.079556, -0.251939, 0.04101, 0.264213, 0.048457, -0.240355, -0.182305]], "network.18.bias": [0.188792]}}
|
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|
9,972
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.48, "improved_accuracy": 0.94, "improvement": 0.45999999999999996, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 1080, "learning_rate": 0.03162881053183086, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[23.549938, 24.004611, 24.674843, 28.366296, 44.216205], [19.318668, 20.528358, 21.574974, 26.231731, 169.039621], [21.757652, 23.593784, 26.870993, 29.546864, 40.513789], [29.786676, 36.855395, 37.634832, 38.271274, 113.230513], [23.000309, 23.099520, 23.923600, 28.117677, 134.053197], [19.159625, 19.578235, 20.687926, 24.783975, 25.351327], [17.847190, 23.060354, 23.067531, 24.584503, 47.634618], [26.867169, 27.928508, 29.053278, 30.005988, 80.869740], [35.786622, 38.297194, 39.452910, 44.187374, 116.911821], [23.728494, 24.503023, 24.671036, 31.975000, 46.008408], [37.895899, 37.991646, 38.822009, 39.460933, 143.991867], [23.992411, 24.831127, 28.647503, 29.887945, 32.496057], [48.144072, 48.368763, 48.950932, 50.439849, 246.807651], [24.102029, 28.244635, 28.482832, 34.791369, 48.856147], [42.291770, 42.480874, 44.046790, 46.761353, 223.757284]]
### 2
fourier: [[39.533788, 40.209422, 43.472563, 47.418566, 153.039263], [30.714816, 30.863113, 31.014432, 36.107992, 154.127863], [36.047558, 41.735055, 42.142852, 44.852816, 127.242212], [45.612208, 50.327507, 50.718765, 56.533299, 179.998340], [73.064900, 77.708459, 78.658637, 79.972041, 340.260153], [40.440376, 42.252412, 44.422888, 49.382714, 116.593388], [51.157494, 51.873836, 54.448311, 56.916059, 193.410039], [83.206005, 88.361792, 88.794843, 92.953164, 339.116640], [93.751405, 94.139674, 101.662033, 104.920379, 406.203841], [29.756001, 32.270586, 32.656889, 34.900203, 98.405625], [58.051159, 58.785824, 62.646106, 64.986505, 205.296586], [72.899633, 73.381096, 77.934142, 80.930803, 307.314986], [76.991230, 83.397478, 83.868552, 84.011009, 308.932160], [52.757831, 55.201779, 56.003745, 59.919912, 232.903971], [78.783062, 80.992559, 81.899444, 82.319885, 329.818494]]
### 4
fourier: [[71.475893, 71.789101, 74.932104, 75.775497, 329.147041], [84.324080, 86.553167, 88.212141, 88.278634, 319.150430], [62.850892, 63.026764, 65.403264, 65.799300, 290.256427], [39.622816, 40.748312, 43.905799, 46.104969, 165.484280], [86.265091, 87.068656, 91.234991, 95.371056, 379.933195], [135.192769, 137.780776, 145.398668, 145.714637, 545.433512], [68.656176, 71.808228, 72.635595, 75.043434, 245.652400], [4.745513, 4.747630, 5.215568, 5.275810, 8.100967], [74.318173, 75.604440, 77.102062, 77.461913, 288.921169], [73.862494, 74.382009, 76.175719, 78.757977, 247.175604], [150.062907, 153.071991, 157.842788, 159.673745, 614.887137], [80.436025, 82.410697, 83.521413, 83.860389, 341.362017], [95.131268, 97.624947, 98.231269, 99.044061, 356.421451], [74.948534, 77.607694, 79.719141, 80.140338, 259.948530], [62.545092, 62.813497, 64.586955, 70.371197, 292.139033]]
### 6
fourier: [[86.408197, 87.088848, 90.443964, 92.653212, 342.280430], [5.567875, 5.842344, 5.955846, 6.196854, 10.589441], [126.397508, 127.944392, 133.331512, 134.411121, 485.087550], [134.520112, 137.969441, 142.450517, 143.014810, 511.560372], [93.454940, 94.476747, 94.571047, 97.564758, 413.137598], [135.945550, 138.736357, 140.938243, 144.024803, 585.087654], [93.476514, 96.874520, 100.456735, 100.709740, 378.609797], [86.040532, 89.286492, 92.810199, 92.933568, 330.800303], [53.479027, 56.455156, 58.472279, 59.081769, 187.961230], [134.103605, 139.071047, 142.235962, 143.316915, 526.576949], [44.807829, 46.190738, 46.244949, 48.838263, 185.427239], [47.517627, 50.360680, 50.797116, 51.210879, 174.569388], [29.922724, 30.600422, 31.201042, 31.394039, 102.654293], [38.914398, 39.711494, 42.064435, 43.124020, 155.916203], [45.043456, 48.812631, 49.745323, 51.117025, 121.427606]]
### 8
fourier: [[115.593095, 117.956481, 122.297863, 123.397874, 447.816715], [85.801241, 86.506374, 89.708332, 91.504133, 311.139797], [113.925052, 115.583532, 119.969664, 121.386550, 427.222709], [64.065534, 64.516179, 66.155300, 67.885204, 239.157380], [78.674236, 81.794145, 84.574154, 84.643644, 294.842169], [26.617320, 27.806961, 28.118196, 28.391052, 102.653681], [114.876488, 116.667195, 116.773937, 121.073536, 480.998253], [54.378877, 55.545206, 57.241127, 57.889012, 196.788348], [119.640892, 122.701206, 127.752080, 128.792012, 478.614949], [110.554349, 113.159589, 116.913204, 118.202112, 419.622918], [130.816766, 134.190481, 138.463240, 139.151396, 488.268824], [76.048249, 81.216731, 83.014160, 84.121377, 276.278360], [131.114356, 132.990045, 134.982000, 139.687893, 582.575852], [65.467517, 68.556024, 71.286294, 71.453395, 255.822748], [129.614209, 133.107256, 138.103853, 139.065547, 467.288718]]
### 10
fourier: [[39.773214, 42.871990, 43.348137, 44.530528, 137.790463], [83.508792, 83.960846, 87.315932, 89.369526, 313.906448], [115.779473, 118.788957, 123.129193, 124.508089, 430.329908], [93.360271, 94.114570, 96.882252, 99.942005, 357.699945], [64.193615, 65.015799, 66.310812, 68.757735, 233.223545], [72.737574, 76.156615, 78.720780, 79.176333, 254.839424], [100.616320, 101.341354, 104.433505, 108.018014, 399.538415], [57.116187, 58.728489, 61.016184, 61.462030, 207.234609], [59.040862, 63.278130, 64.214743, 65.640423, 203.701595], [29.441590, 29.554772, 30.586816, 31.772182, 118.938933], [136.057197, 140.921689, 146.081107, 146.590753, 498.655710], [38.944219, 41.123017, 42.499286, 42.807807, 142.276878], [29.911997, 30.750605, 30.819425, 32.191203, 109.766995], [15.508498, 15.554359, 15.589853, 16.383203, 63.460863], [107.999410, 113.250884, 116.983301, 117.537870, 378.210792]]
### 12
fourier: [[102.090353, 102.724829, 106.640056, 109.395939, 376.640273], [3.085221, 3.244763, 3.494287, 3.640057, 26.178281], [102.178634, 103.727346, 107.696057, 109.734238, 382.321887], [107.218248, 108.755245, 112.842415, 115.095922, 408.046752], [59.025681, 61.027099, 63.557481, 63.650349, 204.912142], [59.105778, 59.959102, 62.278562, 63.234785, 194.740801], [34.559012, 35.827523, 37.255261, 37.262703, 110.893950], [80.884986, 82.440492, 85.563677, 87.011867, 309.973555], [110.948054, 112.801684, 117.126137, 119.059927, 394.550152], [5.381087, 5.597466, 5.787316, 5.852829, 54.056422], [13.920730, 14.016892, 14.646706, 15.362179, 18.984520], [81.637525, 82.377209, 85.556914, 87.709018, 298.805823], [49.787738, 52.035767, 53.991378, 54.057417, 175.622160], [16.852564, 17.542715, 17.881522, 18.275954, 60.704398], [19.711768, 22.182430, 22.360672, 23.033521, 26.784171]]
### 14
fourier: [[98.635352, 99.306073, 103.172860, 105.534596, 340.009103], [150.191025, 150.502203, 156.694063, 160.125525, 529.615407], [253.545053, 253.840471, 263.304973, 270.301951, 919.770497], [77.766401, 78.883969, 79.103970, 82.883749, 272.992061], [103.316792, 103.544619, 107.509076, 109.845354, 345.084705], [208.639650, 210.748732, 218.986419, 223.378266, 743.805384], [224.051699, 224.537552, 233.368705, 238.890188, 784.902331], [68.198294, 69.887096, 72.877966, 73.710005, 234.705329], [121.311315, 121.663103, 126.530813, 129.641933, 437.019397], [239.034642, 239.185429, 248.508313, 254.792312, 848.624234], [34.620261, 34.889626, 35.294039, 37.054505, 126.637567], [79.980370, 80.353746, 83.264500, 85.674835, 298.261017], [137.624327, 139.056817, 144.687533, 147.618893, 513.707896], [80.775295, 81.627689, 83.708128, 86.639911, 309.536556], [2.993828, 3.159228, 3.272867, 3.485872, 27.616724]]
### 16
fourier: [[128.529920, 128.923851, 133.573975, 136.890671, 436.639401], [77.250920, 81.125061, 84.006804, 84.784623, 240.616558], [123.830202, 128.720403, 133.954924, 134.333543, 384.152922], [96.815317, 100.103985, 104.247966, 104.758482, 305.876206], [69.790384, 71.882567, 75.081654, 75.344711, 217.311704], [78.864051, 80.730214, 84.056283, 85.053352, 262.699582], [153.217195, 155.266521, 161.718798, 163.941611, 519.819076], [149.236935, 152.491813, 159.113172, 160.425284, 501.397052], [180.404090, 183.744653, 191.334617, 193.299144, 579.382489], [105.691663, 108.362120, 112.748906, 113.905009, 352.159130], [153.866871, 157.553020, 164.085606, 165.691574, 494.301795], [161.130453, 165.688972, 172.665086, 173.632734, 532.004249], [121.237704, 122.044242, 125.871537, 129.738088, 443.695274], [115.181190, 118.724693, 123.767566, 124.068739, 343.880841], [222.600506, 222.659032, 231.435547, 237.120216, 752.461673]]
### 18
fourier: [[76.160809, 83.525555, 83.648854, 87.754908, 151.961034]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[23.549938, 24.004611, 24.674843, 28.366296, 44.216205], [19.318668, 20.528358, 21.574974, 26.231731, 169.039621], [21.757652, 23.593784, 26.870993, 29.546864, 40.513789], [29.786676, 36.855395, 37.634832, 38.271274, 113.230513], [23.000309, 23.099520, 23.923600, 28.117677, 134.053197], [19.159625, 19.578235, 20.687926, 24.783975, 25.351327], [17.847190, 23.060354, 23.067531, 24.584503, 47.634618], [26.867169, 27.928508, 29.053278, 30.005988, 80.869740], [35.786622, 38.297194, 39.452910, 44.187374, 116.911821], [23.728494, 24.503023, 24.671036, 31.975000, 46.008408], [37.895899, 37.991646, 38.822009, 39.460933, 143.991867], [23.992411, 24.831127, 28.647503, 29.887945, 32.496057], [48.144072, 48.368763, 48.950932, 50.439849, 246.807651], [24.102029, 28.244635, 28.482832, 34.791369, 48.856147], [42.291770, 42.480874, 44.046790, 46.761353, 223.757284]]
### 2
fourier: [[39.533788, 40.209422, 43.472563, 47.418566, 153.039263], [30.714816, 30.863113, 31.014432, 36.107992, 154.127863], [36.047558, 41.735055, 42.142852, 44.852816, 127.242212], [45.612208, 50.327507, 50.718765, 56.533299, 179.998340], [73.064900, 77.708459, 78.658637, 79.972041, 340.260153], [40.440376, 42.252412, 44.422888, 49.382714, 116.593388], [51.157494, 51.873836, 54.448311, 56.916059, 193.410039], [83.206005, 88.361792, 88.794843, 92.953164, 339.116640], [93.751405, 94.139674, 101.662033, 104.920379, 406.203841], [29.756001, 32.270586, 32.656889, 34.900203, 98.405625], [58.051159, 58.785824, 62.646106, 64.986505, 205.296586], [72.899633, 73.381096, 77.934142, 80.930803, 307.314986], [76.991230, 83.397478, 83.868552, 84.011009, 308.932160], [52.757831, 55.201779, 56.003745, 59.919912, 232.903971], [78.783062, 80.992559, 81.899444, 82.319885, 329.818494]]
### 4
fourier: [[71.475893, 71.789101, 74.932104, 75.775497, 329.147041], [84.324080, 86.553167, 88.212141, 88.278634, 319.150430], [62.850892, 63.026764, 65.403264, 65.799300, 290.256427], [39.622816, 40.748312, 43.905799, 46.104969, 165.484280], [86.265091, 87.068656, 91.234991, 95.371056, 379.933195], [135.192769, 137.780776, 145.398668, 145.714637, 545.433512], [68.656176, 71.808228, 72.635595, 75.043434, 245.652400], [4.745513, 4.747630, 5.215568, 5.275810, 8.100967], [74.318173, 75.604440, 77.102062, 77.461913, 288.921169], [73.862494, 74.382009, 76.175719, 78.757977, 247.175604], [150.062907, 153.071991, 157.842788, 159.673745, 614.887137], [80.436025, 82.410697, 83.521413, 83.860389, 341.362017], [95.131268, 97.624947, 98.231269, 99.044061, 356.421451], [74.948534, 77.607694, 79.719141, 80.140338, 259.948530], [62.545092, 62.813497, 64.586955, 70.371197, 292.139033]]
### 6
fourier: [[86.408197, 87.088848, 90.443964, 92.653212, 342.280430], [5.567875, 5.842344, 5.955846, 6.196854, 10.589441], [126.397508, 127.944392, 133.331512, 134.411121, 485.087550], [134.520112, 137.969441, 142.450517, 143.014810, 511.560372], [93.454940, 94.476747, 94.571047, 97.564758, 413.137598], [135.945550, 138.736357, 140.938243, 144.024803, 585.087654], [93.476514, 96.874520, 100.456735, 100.709740, 378.609797], [86.040532, 89.286492, 92.810199, 92.933568, 330.800303], [53.479027, 56.455156, 58.472279, 59.081769, 187.961230], [134.103605, 139.071047, 142.235962, 143.316915, 526.576949], [44.807829, 46.190738, 46.244949, 48.838263, 185.427239], [47.517627, 50.360680, 50.797116, 51.210879, 174.569388], [29.922724, 30.600422, 31.201042, 31.394039, 102.654293], [38.914398, 39.711494, 42.064435, 43.124020, 155.916203], [45.043456, 48.812631, 49.745323, 51.117025, 121.427606]]
### 8
fourier: [[115.593095, 117.956481, 122.297863, 123.397874, 447.816715], [85.801241, 86.506374, 89.708332, 91.504133, 311.139797], [113.925052, 115.583532, 119.969664, 121.386550, 427.222709], [64.065534, 64.516179, 66.155300, 67.885204, 239.157380], [78.674236, 81.794145, 84.574154, 84.643644, 294.842169], [26.617320, 27.806961, 28.118196, 28.391052, 102.653681], [114.876488, 116.667195, 116.773937, 121.073536, 480.998253], [54.378877, 55.545206, 57.241127, 57.889012, 196.788348], [119.640892, 122.701206, 127.752080, 128.792012, 478.614949], [110.554349, 113.159589, 116.913204, 118.202112, 419.622918], [130.816766, 134.190481, 138.463240, 139.151396, 488.268824], [76.048249, 81.216731, 83.014160, 84.121377, 276.278360], [131.114356, 132.990045, 134.982000, 139.687893, 582.575852], [65.467517, 68.556024, 71.286294, 71.453395, 255.822748], [129.614209, 133.107256, 138.103853, 139.065547, 467.288718]]
### 10
fourier: [[39.773214, 42.871990, 43.348137, 44.530528, 137.790463], [83.508792, 83.960846, 87.315932, 89.369526, 313.906448], [115.779473, 118.788957, 123.129193, 124.508089, 430.329908], [93.360271, 94.114570, 96.882252, 99.942005, 357.699945], [64.193615, 65.015799, 66.310812, 68.757735, 233.223545], [72.737574, 76.156615, 78.720780, 79.176333, 254.839424], [100.616320, 101.341354, 104.433505, 108.018014, 399.538415], [57.116187, 58.728489, 61.016184, 61.462030, 207.234609], [59.040862, 63.278130, 64.214743, 65.640423, 203.701595], [29.441590, 29.554772, 30.586816, 31.772182, 118.938933], [136.057197, 140.921689, 146.081107, 146.590753, 498.655710], [38.944219, 41.123017, 42.499286, 42.807807, 142.276878], [29.911997, 30.750605, 30.819425, 32.191203, 109.766995], [15.508498, 15.554359, 15.589853, 16.383203, 63.460863], [107.999410, 113.250884, 116.983301, 117.537870, 378.210792]]
### 12
fourier: [[102.090353, 102.724829, 106.640056, 109.395939, 376.640273], [3.085221, 3.244763, 3.494287, 3.640057, 26.178281], [102.178634, 103.727346, 107.696057, 109.734238, 382.321887], [107.218248, 108.755245, 112.842415, 115.095922, 408.046752], [59.025681, 61.027099, 63.557481, 63.650349, 204.912142], [59.105778, 59.959102, 62.278562, 63.234785, 194.740801], [34.559012, 35.827523, 37.255261, 37.262703, 110.893950], [80.884986, 82.440492, 85.563677, 87.011867, 309.973555], [110.948054, 112.801684, 117.126137, 119.059927, 394.550152], [5.381087, 5.597466, 5.787316, 5.852829, 54.056422], [13.920730, 14.016892, 14.646706, 15.362179, 18.984520], [81.637525, 82.377209, 85.556914, 87.709018, 298.805823], [49.787738, 52.035767, 53.991378, 54.057417, 175.622160], [16.852564, 17.542715, 17.881522, 18.275954, 60.704398], [19.711768, 22.182430, 22.360672, 23.033521, 26.784171]]
### 14
fourier: [[98.635352, 99.306073, 103.172860, 105.534596, 340.009103], [150.191025, 150.502203, 156.694063, 160.125525, 529.615407], [253.545053, 253.840471, 263.304973, 270.301951, 919.770497], [77.766401, 78.883969, 79.103970, 82.883749, 272.992061], [103.316792, 103.544619, 107.509076, 109.845354, 345.084705], [208.639650, 210.748732, 218.986419, 223.378266, 743.805384], [224.051699, 224.537552, 233.368705, 238.890188, 784.902331], [68.198294, 69.887096, 72.877966, 73.710005, 234.705329], [121.311315, 121.663103, 126.530813, 129.641933, 437.019397], [239.034642, 239.185429, 248.508313, 254.792312, 848.624234], [34.620261, 34.889626, 35.294039, 37.054505, 126.637567], [79.980370, 80.353746, 83.264500, 85.674835, 298.261017], [137.624327, 139.056817, 144.687533, 147.618893, 513.707896], [80.775295, 81.627689, 83.708128, 86.639911, 309.536556], [2.993828, 3.159228, 3.272867, 3.485872, 27.616724]]
### 16
fourier: [[128.529920, 128.923851, 133.573975, 136.890671, 436.639401], [77.250920, 81.125061, 84.006804, 84.784623, 240.616558], [123.830202, 128.720403, 133.954924, 134.333543, 384.152922], [96.815317, 100.103985, 104.247966, 104.758482, 305.876206], [69.790384, 71.882567, 75.081654, 75.344711, 217.311704], [78.864051, 80.730214, 84.056283, 85.053352, 262.699582], [153.217195, 155.266521, 161.718798, 163.941611, 519.819076], [149.236935, 152.491813, 159.113172, 160.425284, 501.397052], [180.404090, 183.744653, 191.334617, 193.299144, 579.382489], [105.691663, 108.362120, 112.748906, 113.905009, 352.159130], [153.866871, 157.553020, 164.085606, 165.691574, 494.301795], [161.130453, 165.688972, 172.665086, 173.632734, 532.004249], [121.237704, 122.044242, 125.871537, 129.738088, 443.695274], [115.181190, 118.724693, 123.767566, 124.068739, 343.880841], [222.600506, 222.659032, 231.435547, 237.120216, 752.461673]]
### 18
fourier: [[76.160809, 83.525555, 83.648854, 87.754908, 151.961034]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6876777410507202, "train_acc": 0.57, "val_loss": 0.7129496932029724, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6754583418369293, "train_acc": 0.57, "val_loss": 0.6935417056083679, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6191567480564117, "train_acc": 0.57, "val_loss": 0.625374436378479, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6329130828380585, "train_acc": 0.505, "val_loss": 0.6505465507507324, "val_acc": 0.48}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6280017495155334, "train_acc": 0.61, "val_loss": 0.444186806678772, "val_acc": 0.9}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6449949741363525, "train_acc": 0.85, "val_loss": 0.318367600440979, "val_acc": 0.92}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.3759164959192276, "train_acc": 0.86, "val_loss": 0.3730546534061432, "val_acc": 0.86}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.4889199435710907, "train_acc": 0.775, "val_loss": 0.3127995729446411, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.3658871501684189, "train_acc": 0.84, "val_loss": 0.31615257263183594, "val_acc": 0.82}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.30818378925323486, "train_acc": 0.85, "val_loss": 0.46937257051467896, "val_acc": 0.78}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.3762248009443283, "train_acc": 0.805, "val_loss": 0.2922450602054596, "val_acc": 0.86}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.24684301018714905, "train_acc": 0.89, "val_loss": 0.2945816218852997, "val_acc": 0.94}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.2726899981498718, "train_acc": 0.9, "val_loss": 0.2767202854156494, "val_acc": 0.92}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.7129496932029724, "final_val_loss": 0.625374436378479, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.6505465507507324, "final_val_loss": 0.2767202854156494, "initial_val_acc": 0.48, "final_val_acc": 0.92, "best_val_acc": 0.94, "best_epoch": 11}, "improvement": 0.45999999999999996, "first_improvement_epoch": 2}}
|
9,973
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.42, "improved_accuracy": 0.82, "improvement": 0.39999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 1738, "learning_rate": 0.05323685921836802, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.957254, 14.089053, 15.422241, 16.476553, 17.328684], [25.513063, 26.695404, 29.939461, 32.437018, 119.578491], [16.867346, 17.999174, 20.699946, 22.634814, 95.255868], [18.951616, 19.271492, 22.071257, 22.846167, 29.176043], [26.277055, 27.092653, 31.139289, 35.982391, 163.206889], [14.308178, 14.716937, 16.460739, 18.990230, 23.283834], [15.923598, 16.512447, 17.332387, 17.368868, 104.740501], [36.156648, 39.839992, 44.180881, 47.143402, 183.769162], [17.759843, 19.690381, 19.881445, 24.777980, 93.946375], [24.252758, 24.329315, 29.609428, 34.095159, 184.391181], [21.493192, 23.236179, 28.147187, 31.158324, 44.998217], [21.590661, 23.297607, 24.293458, 25.558059, 156.609259], [19.564880, 21.078539, 21.282490, 23.597308, 186.193280], [24.387381, 24.498432, 25.764883, 29.770060, 56.882923]]
### 2
fourier: [[15.739976, 16.533691, 16.915892, 19.376534, 97.513884], [22.182990, 26.713932, 26.954008, 27.283877, 214.622492], [35.009947, 35.569855, 38.675282, 42.646466, 197.631243], [28.949472, 32.953192, 33.482858, 35.632019, 173.667306], [42.810452, 44.146770, 52.088176, 53.496124, 239.160665], [17.676773, 18.916975, 20.691828, 21.540286, 148.548290], [15.579558, 19.183784, 19.218907, 20.855947, 148.589653], [16.565588, 17.449330, 17.909473, 19.380891, 168.413196], [33.284141, 34.625525, 35.814846, 38.590330, 209.425399], [9.338010, 9.412825, 10.166772, 10.918148, 12.016854], [16.267772, 18.710433, 19.153360, 20.102252, 26.709673], [27.463317, 31.445221, 32.510460, 33.934402, 193.082604], [27.581322, 28.867349, 33.418455, 33.687170, 208.264918], [18.017608, 18.617956, 18.803758, 19.978987, 65.593634]]
### 4
fourier: [[59.263068, 60.623745, 61.646523, 70.434550, 366.042665], [25.262066, 27.881590, 28.608857, 31.609714, 139.750367], [32.980747, 33.026429, 35.751159, 38.921452, 173.493347], [31.812685, 36.215439, 38.624240, 40.298625, 263.528059], [29.026679, 31.039126, 32.512049, 35.726034, 212.598732], [27.633433, 27.781456, 30.692591, 32.905969, 185.483933], [29.595222, 29.647893, 31.822632, 34.678675, 181.484587], [20.409582, 21.869000, 22.268373, 25.803284, 125.002813], [13.491185, 14.427235, 14.792460, 16.983874, 114.611574], [6.418738, 7.171692, 7.404989, 8.515769, 19.007189], [53.032779, 54.213956, 58.652795, 64.917348, 270.968101], [24.279190, 25.037321, 25.247096, 28.225284, 130.597589], [47.371621, 49.319765, 51.799824, 56.098435, 262.996096], [41.756287, 43.366419, 46.093022, 49.285044, 247.796127]]
### 6
fourier: [[37.750488, 38.839073, 41.276900, 45.162932, 250.555772], [85.189869, 89.863147, 90.336858, 103.801409, 474.303276], [19.073611, 19.197822, 21.716034, 24.047431, 119.108806], [3.930300, 4.168870, 4.639323, 5.121311, 47.299042], [44.293959, 45.229244, 47.134279, 52.435265, 255.950105], [75.170063, 78.162179, 78.801486, 89.811722, 427.887761], [84.302945, 88.431049, 88.506227, 101.868543, 469.856197], [14.424905, 15.531879, 16.961069, 17.160500, 86.930569], [48.216100, 49.667474, 50.778842, 56.620011, 301.355856], [17.846307, 18.282393, 18.904723, 21.611050, 111.308389], [81.192779, 83.766181, 86.181995, 96.293800, 458.799832], [49.451169, 51.115265, 53.728662, 60.346355, 285.062945], [6.069162, 6.280499, 6.873764, 7.789029, 62.436323], [95.744581, 99.011321, 100.769738, 114.036450, 567.080053]]
### 8
fourier: [[20.534858, 21.487689, 21.651298, 24.630819, 148.821461], [112.530500, 118.187346, 118.317362, 135.209208, 640.695664], [72.216704, 75.710868, 76.058705, 86.987915, 420.815402], [72.506313, 75.760543, 76.272940, 87.128800, 437.196463], [6.301132, 7.162304, 7.799598, 7.801403, 43.759791], [169.174315, 177.415949, 177.505512, 203.276596, 958.439260], [16.720342, 17.297531, 17.495733, 20.132060, 113.826582], [66.672773, 69.559363, 69.878988, 79.699290, 391.726098], [61.211108, 64.105725, 64.739295, 73.952742, 365.780969], [17.026355, 18.035959, 18.038929, 20.902144, 116.575981], [40.361906, 42.278862, 42.294343, 48.076197, 250.470380], [139.612669, 145.838917, 147.133399, 167.387195, 803.390527], [35.772440, 37.247091, 38.034009, 43.321156, 164.554778], [46.976877, 49.590252, 49.862675, 57.214966, 251.274876]]
### 10
fourier: [[64.791680, 67.966566, 67.979057, 77.820062, 370.843341], [52.119891, 54.528074, 54.843325, 63.272442, 294.067468], [58.765026, 61.651865, 61.820882, 71.090651, 303.283580], [55.078119, 57.718970, 57.822208, 66.330414, 279.143663], [50.901970, 53.411127, 53.511526, 61.450909, 304.179199], [32.728576, 34.443700, 34.463848, 39.484287, 206.272749], [30.702355, 32.062806, 32.300632, 37.321753, 148.409464], [23.743850, 24.792139, 24.879658, 28.553207, 138.257114], [76.765901, 80.467049, 80.571420, 92.364877, 430.570148], [54.636194, 57.104335, 57.479766, 66.358077, 307.882095], [24.526646, 25.819019, 25.821364, 29.628342, 157.528524], [13.119191, 13.813958, 13.898200, 15.751716, 92.577095], [48.580446, 50.926046, 51.084597, 58.748906, 251.722552], [10.357205, 10.931389, 10.946784, 12.612323, 79.123995]]
### 12
fourier: [[30.475527, 31.636733, 31.916530, 37.391915, 172.101644], [12.583274, 13.117381, 13.227436, 15.333900, 67.846815], [1.905978, 2.021326, 2.112746, 2.193921, 51.784549], [10.016620, 10.315126, 10.516446, 12.311229, 103.415587], [72.788105, 75.902097, 76.267277, 88.868726, 389.613605], [17.361028, 18.066472, 18.152340, 21.343710, 93.068324], [21.455264, 22.534656, 22.543425, 25.978269, 135.364324], [39.501655, 41.338318, 41.402376, 47.949565, 193.418219], [67.162404, 70.086727, 70.352472, 81.856454, 342.005157], [21.642500, 22.640195, 22.789129, 26.198767, 172.334109], [18.491672, 19.303740, 19.336498, 22.428899, 122.140664], [27.007419, 28.244201, 28.294673, 32.854460, 143.446674], [6.540052, 6.857689, 6.916480, 7.752623, 38.624472], [21.727149, 22.641642, 22.748564, 26.625606, 133.354695]]
### 14
fourier: [[18.777623, 19.555886, 19.718266, 22.885138, 145.358030], [44.546364, 46.321449, 46.650761, 54.625875, 208.804064], [14.131893, 14.712908, 14.831252, 17.266152, 80.510774], [1.831454, 1.864340, 1.889994, 2.312563, 11.607197], [24.822195, 25.732100, 26.064102, 30.497378, 173.757427], [15.510804, 16.123829, 16.239553, 19.011589, 97.410998], [6.571794, 6.738172, 6.895406, 8.174354, 65.511286], [22.136034, 23.049938, 23.200563, 27.087035, 117.520084], [5.824476, 6.865037, 7.074944, 7.170794, 8.540037], [23.418541, 24.292540, 24.478153, 28.852255, 55.866099], [21.340194, 22.027325, 22.316396, 26.429650, 56.380101], [32.542804, 33.857467, 34.099260, 39.833265, 176.938016], [39.025680, 40.641755, 40.966810, 47.619674, 262.014226], [39.101108, 40.676488, 40.943974, 47.933407, 190.203665]]
### 16
fourier: [[5.963948, 6.162668, 6.294576, 7.257804, 7.436915], [12.006662, 12.330487, 12.613949, 15.536520, 70.570910], [7.749122, 8.048953, 8.148673, 9.253008, 50.521485], [36.162630, 37.094839, 38.018622, 47.175906, 148.245691], [7.659536, 7.920361, 8.085074, 9.527607, 61.938920], [17.182177, 17.815216, 18.013753, 20.752621, 103.928175], [7.958013, 8.141445, 8.372646, 10.659822, 51.368947], [22.114280, 22.610912, 23.279520, 29.673582, 108.115217], [26.426521, 27.226174, 27.679245, 33.108609, 120.577851], [14.993239, 15.421321, 15.737121, 19.026515, 81.144409], [30.769775, 31.564881, 32.433612, 40.456205, 137.720531], [8.732061, 8.922959, 9.156366, 11.670946, 75.093097], [1.955576, 2.021477, 2.056681, 2.371611, 29.757073], [18.687593, 19.213992, 19.618268, 23.816793, 92.615671]]
### 18
fourier: [[9.390200, 9.610249, 9.888325, 13.278825, 52.935383], [11.710765, 11.986981, 12.292372, 16.041228, 57.296024], [12.334790, 12.616352, 12.980422, 16.790098, 66.857068], [7.856570, 7.993455, 8.309627, 10.785242, 49.212853], [8.456143, 8.678486, 8.906054, 11.244491, 68.772145], [8.913187, 9.157939, 9.361016, 12.107679, 67.077752], [5.743337, 5.833711, 6.086598, 8.004625, 41.901919], [2.573179, 2.671626, 2.705790, 3.233054, 22.647130], [5.780507, 5.911526, 6.106126, 7.977682, 42.312159], [12.934825, 13.212953, 13.647639, 17.384646, 80.317085], [3.450034, 3.541359, 3.629409, 4.744996, 26.524467], [17.229965, 17.674906, 18.145004, 23.292241, 85.088048], [5.049305, 5.187731, 5.308806, 6.771503, 49.960440], [0.369610, 0.378035, 0.408750, 0.561567, 26.754128]]
### 20
fourier: [[5.440238, 5.565744, 5.703246, 7.413815, 19.867573]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[12.957254, 14.089053, 15.422241, 16.476553, 17.328684], [25.513063, 26.695404, 29.939461, 32.437018, 119.578491], [16.867346, 17.999174, 20.699946, 22.634814, 95.255868], [18.951616, 19.271492, 22.071257, 22.846167, 29.176043], [26.277055, 27.092653, 31.139289, 35.982391, 163.206889], [14.308178, 14.716937, 16.460739, 18.990230, 23.283834], [15.923598, 16.512447, 17.332387, 17.368868, 104.740501], [36.156648, 39.839992, 44.180881, 47.143402, 183.769162], [17.759843, 19.690381, 19.881445, 24.777980, 93.946375], [24.252758, 24.329315, 29.609428, 34.095159, 184.391181], [21.493192, 23.236179, 28.147187, 31.158324, 44.998217], [21.590661, 23.297607, 24.293458, 25.558059, 156.609259], [19.564880, 21.078539, 21.282490, 23.597308, 186.193280], [24.387381, 24.498432, 25.764883, 29.770060, 56.882923]]
### 2
fourier: [[15.739976, 16.533691, 16.915892, 19.376534, 97.513884], [22.182990, 26.713932, 26.954008, 27.283877, 214.622492], [35.009947, 35.569855, 38.675282, 42.646466, 197.631243], [28.949472, 32.953192, 33.482858, 35.632019, 173.667306], [42.810452, 44.146770, 52.088176, 53.496124, 239.160665], [17.676773, 18.916975, 20.691828, 21.540286, 148.548290], [15.579558, 19.183784, 19.218907, 20.855947, 148.589653], [16.565588, 17.449330, 17.909473, 19.380891, 168.413196], [33.284141, 34.625525, 35.814846, 38.590330, 209.425399], [9.338010, 9.412825, 10.166772, 10.918148, 12.016854], [16.267772, 18.710433, 19.153360, 20.102252, 26.709673], [27.463317, 31.445221, 32.510460, 33.934402, 193.082604], [27.581322, 28.867349, 33.418455, 33.687170, 208.264918], [18.017608, 18.617956, 18.803758, 19.978987, 65.593634]]
### 4
fourier: [[59.263068, 60.623745, 61.646523, 70.434550, 366.042665], [25.262066, 27.881590, 28.608857, 31.609714, 139.750367], [32.980747, 33.026429, 35.751159, 38.921452, 173.493347], [31.812685, 36.215439, 38.624240, 40.298625, 263.528059], [29.026679, 31.039126, 32.512049, 35.726034, 212.598732], [27.633433, 27.781456, 30.692591, 32.905969, 185.483933], [29.595222, 29.647893, 31.822632, 34.678675, 181.484587], [20.409582, 21.869000, 22.268373, 25.803284, 125.002813], [13.491185, 14.427235, 14.792460, 16.983874, 114.611574], [6.418738, 7.171692, 7.404989, 8.515769, 19.007189], [53.032779, 54.213956, 58.652795, 64.917348, 270.968101], [24.279190, 25.037321, 25.247096, 28.225284, 130.597589], [47.371621, 49.319765, 51.799824, 56.098435, 262.996096], [41.756287, 43.366419, 46.093022, 49.285044, 247.796127]]
### 6
fourier: [[37.750488, 38.839073, 41.276900, 45.162932, 250.555772], [85.189869, 89.863147, 90.336858, 103.801409, 474.303276], [19.073611, 19.197822, 21.716034, 24.047431, 119.108806], [3.930300, 4.168870, 4.639323, 5.121311, 47.299042], [44.293959, 45.229244, 47.134279, 52.435265, 255.950105], [75.170063, 78.162179, 78.801486, 89.811722, 427.887761], [84.302945, 88.431049, 88.506227, 101.868543, 469.856197], [14.424905, 15.531879, 16.961069, 17.160500, 86.930569], [48.216100, 49.667474, 50.778842, 56.620011, 301.355856], [17.846307, 18.282393, 18.904723, 21.611050, 111.308389], [81.192779, 83.766181, 86.181995, 96.293800, 458.799832], [49.451169, 51.115265, 53.728662, 60.346355, 285.062945], [6.069162, 6.280499, 6.873764, 7.789029, 62.436323], [95.744581, 99.011321, 100.769738, 114.036450, 567.080053]]
### 8
fourier: [[20.534858, 21.487689, 21.651298, 24.630819, 148.821461], [112.530500, 118.187346, 118.317362, 135.209208, 640.695664], [72.216704, 75.710868, 76.058705, 86.987915, 420.815402], [72.506313, 75.760543, 76.272940, 87.128800, 437.196463], [6.301132, 7.162304, 7.799598, 7.801403, 43.759791], [169.174315, 177.415949, 177.505512, 203.276596, 958.439260], [16.720342, 17.297531, 17.495733, 20.132060, 113.826582], [66.672773, 69.559363, 69.878988, 79.699290, 391.726098], [61.211108, 64.105725, 64.739295, 73.952742, 365.780969], [17.026355, 18.035959, 18.038929, 20.902144, 116.575981], [40.361906, 42.278862, 42.294343, 48.076197, 250.470380], [139.612669, 145.838917, 147.133399, 167.387195, 803.390527], [35.772440, 37.247091, 38.034009, 43.321156, 164.554778], [46.976877, 49.590252, 49.862675, 57.214966, 251.274876]]
### 10
fourier: [[64.791680, 67.966566, 67.979057, 77.820062, 370.843341], [52.119891, 54.528074, 54.843325, 63.272442, 294.067468], [58.765026, 61.651865, 61.820882, 71.090651, 303.283580], [55.078119, 57.718970, 57.822208, 66.330414, 279.143663], [50.901970, 53.411127, 53.511526, 61.450909, 304.179199], [32.728576, 34.443700, 34.463848, 39.484287, 206.272749], [30.702355, 32.062806, 32.300632, 37.321753, 148.409464], [23.743850, 24.792139, 24.879658, 28.553207, 138.257114], [76.765901, 80.467049, 80.571420, 92.364877, 430.570148], [54.636194, 57.104335, 57.479766, 66.358077, 307.882095], [24.526646, 25.819019, 25.821364, 29.628342, 157.528524], [13.119191, 13.813958, 13.898200, 15.751716, 92.577095], [48.580446, 50.926046, 51.084597, 58.748906, 251.722552], [10.357205, 10.931389, 10.946784, 12.612323, 79.123995]]
### 12
fourier: [[30.475527, 31.636733, 31.916530, 37.391915, 172.101644], [12.583274, 13.117381, 13.227436, 15.333900, 67.846815], [1.905978, 2.021326, 2.112746, 2.193921, 51.784549], [10.016620, 10.315126, 10.516446, 12.311229, 103.415587], [72.788105, 75.902097, 76.267277, 88.868726, 389.613605], [17.361028, 18.066472, 18.152340, 21.343710, 93.068324], [21.455264, 22.534656, 22.543425, 25.978269, 135.364324], [39.501655, 41.338318, 41.402376, 47.949565, 193.418219], [67.162404, 70.086727, 70.352472, 81.856454, 342.005157], [21.642500, 22.640195, 22.789129, 26.198767, 172.334109], [18.491672, 19.303740, 19.336498, 22.428899, 122.140664], [27.007419, 28.244201, 28.294673, 32.854460, 143.446674], [6.540052, 6.857689, 6.916480, 7.752623, 38.624472], [21.727149, 22.641642, 22.748564, 26.625606, 133.354695]]
### 14
fourier: [[18.777623, 19.555886, 19.718266, 22.885138, 145.358030], [44.546364, 46.321449, 46.650761, 54.625875, 208.804064], [14.131893, 14.712908, 14.831252, 17.266152, 80.510774], [1.831454, 1.864340, 1.889994, 2.312563, 11.607197], [24.822195, 25.732100, 26.064102, 30.497378, 173.757427], [15.510804, 16.123829, 16.239553, 19.011589, 97.410998], [6.571794, 6.738172, 6.895406, 8.174354, 65.511286], [22.136034, 23.049938, 23.200563, 27.087035, 117.520084], [5.824476, 6.865037, 7.074944, 7.170794, 8.540037], [23.418541, 24.292540, 24.478153, 28.852255, 55.866099], [21.340194, 22.027325, 22.316396, 26.429650, 56.380101], [32.542804, 33.857467, 34.099260, 39.833265, 176.938016], [39.025680, 40.641755, 40.966810, 47.619674, 262.014226], [39.101108, 40.676488, 40.943974, 47.933407, 190.203665]]
### 16
fourier: [[5.963948, 6.162668, 6.294576, 7.257804, 7.436915], [12.006662, 12.330487, 12.613949, 15.536520, 70.570910], [7.749122, 8.048953, 8.148673, 9.253008, 50.521485], [36.162630, 37.094839, 38.018622, 47.175906, 148.245691], [7.659536, 7.920361, 8.085074, 9.527607, 61.938920], [17.182177, 17.815216, 18.013753, 20.752621, 103.928175], [7.958013, 8.141445, 8.372646, 10.659822, 51.368947], [22.114280, 22.610912, 23.279520, 29.673582, 108.115217], [26.426521, 27.226174, 27.679245, 33.108609, 120.577851], [14.993239, 15.421321, 15.737121, 19.026515, 81.144409], [30.769775, 31.564881, 32.433612, 40.456205, 137.720531], [8.732061, 8.922959, 9.156366, 11.670946, 75.093097], [1.955576, 2.021477, 2.056681, 2.371611, 29.757073], [18.687593, 19.213992, 19.618268, 23.816793, 92.615671]]
### 18
fourier: [[9.390200, 9.610249, 9.888325, 13.278825, 52.935383], [11.710765, 11.986981, 12.292372, 16.041228, 57.296024], [12.334790, 12.616352, 12.980422, 16.790098, 66.857068], [7.856570, 7.993455, 8.309627, 10.785242, 49.212853], [8.456143, 8.678486, 8.906054, 11.244491, 68.772145], [8.913187, 9.157939, 9.361016, 12.107679, 67.077752], [5.743337, 5.833711, 6.086598, 8.004625, 41.901919], [2.573179, 2.671626, 2.705790, 3.233054, 22.647130], [5.780507, 5.911526, 6.106126, 7.977682, 42.312159], [12.934825, 13.212953, 13.647639, 17.384646, 80.317085], [3.450034, 3.541359, 3.629409, 4.744996, 26.524467], [17.229965, 17.674906, 18.145004, 23.292241, 85.088048], [5.049305, 5.187731, 5.308806, 6.771503, 49.960440], [0.369610, 0.378035, 0.408750, 0.561567, 26.754128]]
### 20
fourier: [[5.440238, 5.565744, 5.703246, 7.413815, 19.867573]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6886237263679504, "train_acc": 0.595, "val_loss": 0.7434074282646179, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.65469890832901, "train_acc": 0.595, "val_loss": 0.7824220061302185, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6318825781345367, "train_acc": 0.595, "val_loss": 0.6694948077201843, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.7312791645526886, "train_acc": 0.52, "val_loss": 0.6307827830314636, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6654630601406097, "train_acc": 0.635, "val_loss": 0.6814555525779724, "val_acc": 0.58}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.7003650367259979, "train_acc": 0.48, "val_loss": 0.681412935256958, "val_acc": 0.58}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.705739289522171, "train_acc": 0.48, "val_loss": 0.6829193234443665, "val_acc": 0.58}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.7434074282646179, "final_val_loss": 0.6694948077201843, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.6307827830314636, "final_val_loss": 0.6829193234443665, "initial_val_acc": 0.82, "final_val_acc": 0.58, "best_val_acc": 0.82, "best_epoch": 3}, "improvement": 0.39999999999999997, "first_improvement_epoch": 2}}
|
9,974
|
{"target_pattern": "alternating", "degraded_accuracy": 0.52, "improved_accuracy": 0.84, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 4935, "learning_rate": 0.09077685313583962, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "alternating", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["alternating"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.629947, 24.610745, 26.345508, 30.252573, 214.765553], [25.146641, 29.634846, 35.890969, 37.968997, 215.050533], [28.816694, 30.424958, 32.192856, 38.137696, 227.935177], [38.267083, 41.506774, 41.912513, 49.120571, 234.357587], [16.976588, 18.566053, 18.611007, 21.304470, 73.469773], [29.975580, 30.314302, 32.686211, 36.317555, 229.456351], [27.333582, 30.082567, 33.378228, 33.933306, 200.769108], [34.742412, 37.173187, 39.424175, 44.290338, 273.692785], [26.346473, 28.709392, 30.254041, 32.629817, 112.997077], [24.596669, 26.990996, 27.318868, 29.420758, 84.832414]]
### 2
fourier: [[33.539958, 34.974980, 38.146555, 40.516765, 291.884451], [22.119759, 22.667937, 22.977159, 31.419238, 170.991626], [34.919530, 39.139820, 43.302902, 44.158055, 320.371208], [42.105973, 43.016061, 46.480174, 54.080070, 117.830572], [42.048653, 43.994656, 45.826559, 56.223646, 425.235214], [37.643951, 38.303193, 38.834134, 39.378504, 330.465915], [27.944863, 30.699732, 31.412918, 33.417984, 254.368779], [32.679140, 32.691937, 33.165678, 34.840307, 243.025476], [20.535935, 20.713244, 20.834042, 28.007715, 116.203403], [8.366199, 9.787974, 9.840810, 11.814371, 67.696829]]
### 4
fourier: [[28.577550, 28.819087, 31.666016, 31.863157, 299.385375], [33.617186, 34.027369, 34.975349, 35.947419, 291.829651], [19.727516, 22.735320, 23.048483, 24.441539, 206.887592], [33.421342, 34.504113, 36.222595, 41.833954, 141.294436], [45.511941, 46.973313, 47.136934, 47.428951, 415.818900], [47.742723, 51.685519, 52.728866, 53.838884, 430.387700], [38.453792, 38.734108, 41.190534, 41.431525, 358.595340], [39.233931, 39.326973, 40.955536, 41.893690, 369.973906], [45.444644, 45.658970, 46.239525, 48.279545, 424.350996], [27.666005, 28.095583, 28.255069, 35.792828, 178.613428]]
### 6
fourier: [[26.690545, 28.661101, 29.152341, 32.622368, 181.980908], [39.125727, 39.457674, 39.579456, 39.606062, 379.102099], [81.512697, 84.861604, 84.885811, 87.229249, 765.183727], [38.626712, 38.694462, 39.212546, 40.591648, 388.720650], [29.904904, 30.573116, 30.890598, 41.094109, 227.329641], [28.479462, 28.514203, 29.969301, 31.730100, 279.541766], [26.177909, 26.837898, 29.350522, 29.480166, 56.565472], [38.728898, 39.259103, 41.352082, 42.539912, 413.132900], [15.710754, 16.728456, 17.195035, 17.884301, 99.744504], [61.048770, 66.145249, 68.325651, 76.262841, 452.482038]]
### 8
fourier: [[22.278489, 22.428686, 23.970388, 24.173384, 256.365571], [34.267244, 35.795561, 37.304193, 37.377079, 350.713585], [114.272086, 114.991094, 115.970967, 120.034734, 1032.332977], [47.363899, 48.445390, 49.426485, 56.276881, 478.567475], [46.548350, 47.867810, 50.635985, 51.041875, 446.982525], [24.281723, 25.238841, 25.353101, 25.710393, 214.900905], [16.183671, 16.758343, 17.717556, 18.444304, 166.848646], [27.932581, 30.019085, 30.134681, 32.530619, 275.456674], [44.087278, 45.349038, 47.830156, 48.201769, 403.625702], [20.626588, 22.576903, 23.271154, 23.370131, 196.305752]]
### 10
fourier: [[9.440612, 9.643692, 9.667764, 11.311590, 81.846700], [28.734916, 28.770801, 29.717866, 33.800150, 323.423674], [9.551846, 9.632892, 9.724285, 9.948928, 63.512416], [9.445706, 10.144192, 10.479632, 11.911468, 114.401638], [17.357430, 17.519363, 18.208784, 18.338003, 143.095255], [9.483791, 10.568919, 11.736366, 11.945097, 68.493274], [23.340165, 23.525925, 23.786247, 25.986409, 243.364968], [15.032894, 15.235751, 15.975402, 16.038449, 158.985145], [8.765001, 9.644160, 10.094012, 10.831712, 119.600993], [8.892649, 9.037980, 9.975068, 10.401058, 38.191364]]
### 12
fourier: [[6.512844, 6.552630, 7.044252, 8.126198, 51.028669], [28.977229, 30.072452, 30.361083, 35.114137, 346.688398], [10.778384, 10.845239, 12.275843, 12.999229, 64.317740], [17.846953, 18.162579, 18.318477, 20.646283, 224.419498], [2.134455, 2.186317, 2.400349, 2.978536, 18.794794], [2.075478, 2.128871, 2.514542, 2.893916, 6.046636], [4.480023, 4.756545, 5.078217, 5.232030, 29.686842], [4.175582, 4.510954, 4.623291, 4.650711, 42.661227], [20.143865, 20.917347, 20.918173, 23.672732, 166.689100], [14.996101, 15.027311, 15.614860, 17.231445, 145.149065]]
### 14
fourier: [[1.143365, 1.315069, 1.347477, 1.375401, 84.033414], [3.346622, 3.517693, 3.745456, 3.870314, 14.936626], [15.425750, 15.713057, 15.740151, 17.786919, 127.171195], [6.051873, 6.286055, 6.498017, 6.935405, 33.431986], [3.887665, 3.955410, 4.023806, 4.563124, 106.300382], [1.080489, 1.150249, 1.210277, 1.223950, 2.735139], [9.301666, 9.686353, 9.717955, 10.453542, 52.571990], [13.410111, 14.305105, 14.617171, 15.916963, 90.528161], [10.968707, 11.286952, 11.541959, 12.670436, 113.646604], [10.441492, 10.822582, 11.067156, 12.050336, 84.288249]]
### 16
fourier: [[2.610885, 2.683145, 2.793831, 3.010029, 3.597727], [2.759006, 3.166832, 3.231640, 3.560704, 4.073714], [3.891089, 4.191362, 4.285713, 5.186390, 15.363323], [2.746633, 3.183329, 3.317592, 3.557621, 4.095073], [2.611550, 2.755919, 3.087877, 3.593775, 19.476067], [2.767459, 2.986602, 3.020551, 3.211685, 31.755833], [0.397128, 0.398453, 0.450455, 0.499582, 31.743647], [3.135976, 3.154493, 3.601655, 4.025864, 23.482111], [1.225844, 1.451598, 2.011333, 2.052220, 29.073632], [2.723494, 2.868990, 3.323237, 3.395510, 24.552431]]
### 18
fourier: [[2.410670, 2.469710, 2.766266, 3.181881, 6.289846], [1.631063, 1.652106, 1.897208, 1.941327, 28.158910], [2.619181, 2.703941, 3.195655, 3.452202, 7.808794], [1.566422, 1.629393, 1.733257, 1.840729, 30.871786], [2.898644, 2.998495, 3.274004, 3.344738, 4.102495], [0.661532, 0.668303, 0.671014, 0.749458, 4.616018], [3.880534, 4.059962, 4.398334, 5.163628, 17.508932], [2.541751, 2.754319, 2.894960, 3.537821, 34.240789], [1.418859, 1.487542, 1.686157, 1.985798, 6.409717], [2.770914, 3.151799, 3.303784, 3.608140, 4.215949]]
### 20
fourier: [[1.270530, 1.297449, 1.459687, 1.688278, 3.589294]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
alternating
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.629947, 24.610745, 26.345508, 30.252573, 214.765553], [25.146641, 29.634846, 35.890969, 37.968997, 215.050533], [28.816694, 30.424958, 32.192856, 38.137696, 227.935177], [38.267083, 41.506774, 41.912513, 49.120571, 234.357587], [16.976588, 18.566053, 18.611007, 21.304470, 73.469773], [29.975580, 30.314302, 32.686211, 36.317555, 229.456351], [27.333582, 30.082567, 33.378228, 33.933306, 200.769108], [34.742412, 37.173187, 39.424175, 44.290338, 273.692785], [26.346473, 28.709392, 30.254041, 32.629817, 112.997077], [24.596669, 26.990996, 27.318868, 29.420758, 84.832414]]
### 2
fourier: [[33.539958, 34.974980, 38.146555, 40.516765, 291.884451], [22.119759, 22.667937, 22.977159, 31.419238, 170.991626], [34.919530, 39.139820, 43.302902, 44.158055, 320.371208], [42.105973, 43.016061, 46.480174, 54.080070, 117.830572], [42.048653, 43.994656, 45.826559, 56.223646, 425.235214], [37.643951, 38.303193, 38.834134, 39.378504, 330.465915], [27.944863, 30.699732, 31.412918, 33.417984, 254.368779], [32.679140, 32.691937, 33.165678, 34.840307, 243.025476], [20.535935, 20.713244, 20.834042, 28.007715, 116.203403], [8.366199, 9.787974, 9.840810, 11.814371, 67.696829]]
### 4
fourier: [[28.577550, 28.819087, 31.666016, 31.863157, 299.385375], [33.617186, 34.027369, 34.975349, 35.947419, 291.829651], [19.727516, 22.735320, 23.048483, 24.441539, 206.887592], [33.421342, 34.504113, 36.222595, 41.833954, 141.294436], [45.511941, 46.973313, 47.136934, 47.428951, 415.818900], [47.742723, 51.685519, 52.728866, 53.838884, 430.387700], [38.453792, 38.734108, 41.190534, 41.431525, 358.595340], [39.233931, 39.326973, 40.955536, 41.893690, 369.973906], [45.444644, 45.658970, 46.239525, 48.279545, 424.350996], [27.666005, 28.095583, 28.255069, 35.792828, 178.613428]]
### 6
fourier: [[26.690545, 28.661101, 29.152341, 32.622368, 181.980908], [39.125727, 39.457674, 39.579456, 39.606062, 379.102099], [81.512697, 84.861604, 84.885811, 87.229249, 765.183727], [38.626712, 38.694462, 39.212546, 40.591648, 388.720650], [29.904904, 30.573116, 30.890598, 41.094109, 227.329641], [28.479462, 28.514203, 29.969301, 31.730100, 279.541766], [26.177909, 26.837898, 29.350522, 29.480166, 56.565472], [38.728898, 39.259103, 41.352082, 42.539912, 413.132900], [15.710754, 16.728456, 17.195035, 17.884301, 99.744504], [61.048770, 66.145249, 68.325651, 76.262841, 452.482038]]
### 8
fourier: [[22.278489, 22.428686, 23.970388, 24.173384, 256.365571], [34.267244, 35.795561, 37.304193, 37.377079, 350.713585], [114.272086, 114.991094, 115.970967, 120.034734, 1032.332977], [47.363899, 48.445390, 49.426485, 56.276881, 478.567475], [46.548350, 47.867810, 50.635985, 51.041875, 446.982525], [24.281723, 25.238841, 25.353101, 25.710393, 214.900905], [16.183671, 16.758343, 17.717556, 18.444304, 166.848646], [27.932581, 30.019085, 30.134681, 32.530619, 275.456674], [44.087278, 45.349038, 47.830156, 48.201769, 403.625702], [20.626588, 22.576903, 23.271154, 23.370131, 196.305752]]
### 10
fourier: [[9.440612, 9.643692, 9.667764, 11.311590, 81.846700], [28.734916, 28.770801, 29.717866, 33.800150, 323.423674], [9.551846, 9.632892, 9.724285, 9.948928, 63.512416], [9.445706, 10.144192, 10.479632, 11.911468, 114.401638], [17.357430, 17.519363, 18.208784, 18.338003, 143.095255], [9.483791, 10.568919, 11.736366, 11.945097, 68.493274], [23.340165, 23.525925, 23.786247, 25.986409, 243.364968], [15.032894, 15.235751, 15.975402, 16.038449, 158.985145], [8.765001, 9.644160, 10.094012, 10.831712, 119.600993], [8.892649, 9.037980, 9.975068, 10.401058, 38.191364]]
### 12
fourier: [[6.512844, 6.552630, 7.044252, 8.126198, 51.028669], [28.977229, 30.072452, 30.361083, 35.114137, 346.688398], [10.778384, 10.845239, 12.275843, 12.999229, 64.317740], [17.846953, 18.162579, 18.318477, 20.646283, 224.419498], [2.134455, 2.186317, 2.400349, 2.978536, 18.794794], [2.075478, 2.128871, 2.514542, 2.893916, 6.046636], [4.480023, 4.756545, 5.078217, 5.232030, 29.686842], [4.175582, 4.510954, 4.623291, 4.650711, 42.661227], [20.143865, 20.917347, 20.918173, 23.672732, 166.689100], [14.996101, 15.027311, 15.614860, 17.231445, 145.149065]]
### 14
fourier: [[1.143365, 1.315069, 1.347477, 1.375401, 84.033414], [3.346622, 3.517693, 3.745456, 3.870314, 14.936626], [15.425750, 15.713057, 15.740151, 17.786919, 127.171195], [6.051873, 6.286055, 6.498017, 6.935405, 33.431986], [3.887665, 3.955410, 4.023806, 4.563124, 106.300382], [1.080489, 1.150249, 1.210277, 1.223950, 2.735139], [9.301666, 9.686353, 9.717955, 10.453542, 52.571990], [13.410111, 14.305105, 14.617171, 15.916963, 90.528161], [10.968707, 11.286952, 11.541959, 12.670436, 113.646604], [10.441492, 10.822582, 11.067156, 12.050336, 84.288249]]
### 16
fourier: [[2.610885, 2.683145, 2.793831, 3.010029, 3.597727], [2.759006, 3.166832, 3.231640, 3.560704, 4.073714], [3.891089, 4.191362, 4.285713, 5.186390, 15.363323], [2.746633, 3.183329, 3.317592, 3.557621, 4.095073], [2.611550, 2.755919, 3.087877, 3.593775, 19.476067], [2.767459, 2.986602, 3.020551, 3.211685, 31.755833], [0.397128, 0.398453, 0.450455, 0.499582, 31.743647], [3.135976, 3.154493, 3.601655, 4.025864, 23.482111], [1.225844, 1.451598, 2.011333, 2.052220, 29.073632], [2.723494, 2.868990, 3.323237, 3.395510, 24.552431]]
### 18
fourier: [[2.410670, 2.469710, 2.766266, 3.181881, 6.289846], [1.631063, 1.652106, 1.897208, 1.941327, 28.158910], [2.619181, 2.703941, 3.195655, 3.452202, 7.808794], [1.566422, 1.629393, 1.733257, 1.840729, 30.871786], [2.898644, 2.998495, 3.274004, 3.344738, 4.102495], [0.661532, 0.668303, 0.671014, 0.749458, 4.616018], [3.880534, 4.059962, 4.398334, 5.163628, 17.508932], [2.541751, 2.754319, 2.894960, 3.537821, 34.240789], [1.418859, 1.487542, 1.686157, 1.985798, 6.409717], [2.770914, 3.151799, 3.303784, 3.608140, 4.215949]]
### 20
fourier: [[1.270530, 1.297449, 1.459687, 1.688278, 3.589294]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
alternating
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7177903652191162, "train_acc": 0.435, "val_loss": 0.7350396513938904, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6922427117824554, "train_acc": 0.565, "val_loss": 0.6926017999649048, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6932951807975769, "train_acc": 0.495, "val_loss": 0.676735520362854, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.7474687695503235, "train_acc": 0.52, "val_loss": 1.0892057418823242, "val_acc": 0.52}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.7870336771011353, "train_acc": 0.605, "val_loss": 0.698351263999939, "val_acc": 0.48}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6640627086162567, "train_acc": 0.56, "val_loss": 0.6723697185516357, "val_acc": 0.52}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.572529137134552, "train_acc": 0.735, "val_loss": 0.6196784377098083, "val_acc": 0.64}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.5629052519798279, "train_acc": 0.75, "val_loss": 0.6270824670791626, "val_acc": 0.64}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.6271467208862305, "train_acc": 0.65, "val_loss": 0.7290774583816528, "val_acc": 0.48}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.7191351354122162, "train_acc": 0.505, "val_loss": 0.7303529977798462, "val_acc": 0.48}], "summary": {"total_epochs": 10, "degraded_epochs": 2, "improved_epochs": 8, "patterns": ["alternating"], "degraded_stage": {"initial_val_loss": 0.7350396513938904, "final_val_loss": 0.6926017999649048, "initial_val_acc": 0.48, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.676735520362854, "final_val_loss": 0.7303529977798462, "initial_val_acc": 0.84, "final_val_acc": 0.48, "best_val_acc": 0.84, "best_epoch": 2}, "improvement": 0.31999999999999995, "first_improvement_epoch": 1}}
|
9,975
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.44, "improved_accuracy": 0.84, "improvement": 0.39999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 8529, "learning_rate": 0.09858073920711972, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.567858, 19.728144, 20.029645, 23.776450, 116.769310], [9.941375, 10.410170, 10.578709, 12.505980, 13.678513], [9.835757, 10.126538, 11.130326, 12.250621, 54.071636], [11.545939, 12.393447, 14.152301, 15.591020, 74.252124], [33.298748, 33.862508, 35.178547, 42.162717, 70.267948], [20.490137, 20.921599, 21.733780, 26.574296, 137.273603], [29.658143, 31.499152, 34.857371, 42.398839, 162.358053], [20.941762, 21.825062, 23.567933, 27.765407, 69.268977], [25.749886, 25.837676, 27.223958, 34.561654, 208.563234], [14.377129, 16.133340, 18.014445, 18.097969, 93.442886], [18.650525, 19.345192, 19.916159, 23.539057, 38.181360], [27.600512, 30.753847, 30.958548, 34.083666, 170.952012], [17.041426, 20.609878, 21.552511, 25.296041, 74.084482]]
### 2
fourier: [[14.952373, 16.173927, 17.232435, 17.646236, 18.623325], [24.148249, 29.356654, 30.337543, 30.901236, 31.503541], [11.981830, 12.482395, 14.559887, 16.488330, 98.277660], [25.864321, 27.905459, 29.022139, 31.658910, 35.530878], [9.530679, 10.244519, 10.254500, 13.457916, 29.475975], [22.070637, 22.348008, 22.728270, 28.106565, 125.206126], [15.144311, 16.001314, 16.581727, 23.362766, 151.790641], [20.401858, 21.809790, 23.487671, 24.974598, 80.248177], [24.602296, 25.017359, 26.075695, 33.601558, 150.906883], [16.648684, 17.924220, 18.763036, 19.652660, 70.461889], [17.716583, 18.649263, 19.905936, 24.323432, 105.759580], [19.005890, 22.247157, 24.445033, 27.855650, 27.932824], [16.932881, 17.608300, 19.929154, 20.076573, 21.568666]]
### 4
fourier: [[11.218891, 13.092984, 13.716862, 14.305993, 15.918261], [19.969340, 22.697660, 23.076381, 23.380403, 190.536367], [16.463208, 17.260001, 20.184030, 20.575175, 29.603680], [27.213566, 27.649965, 33.146020, 34.976236, 85.305905], [14.766995, 15.746066, 15.957445, 21.723229, 106.073945], [7.967144, 8.817184, 9.029245, 9.911360, 117.581456], [27.336399, 27.403510, 30.647255, 34.974921, 95.822991], [17.962821, 18.582588, 18.721911, 24.041345, 79.240884], [29.441881, 30.516918, 35.666064, 38.877502, 81.726509], [19.255559, 19.387929, 23.842964, 25.271539, 56.380221], [8.054792, 9.084783, 9.158221, 13.729969, 74.165546], [16.234887, 17.239634, 20.805545, 20.856456, 112.785847], [21.518034, 26.019961, 26.488203, 27.660693, 56.109819]]
### 6
fourier: [[7.100657, 7.236567, 8.154492, 9.111400, 67.894725], [28.783459, 28.859223, 34.676066, 35.270516, 107.369522], [11.853218, 13.026402, 14.166460, 14.504778, 30.554116], [0.959401, 0.962291, 1.060988, 1.390174, 31.533335], [8.551426, 9.265459, 11.098722, 11.392541, 62.570540], [34.570774, 36.205991, 42.432470, 42.476405, 178.079943], [18.848630, 19.600755, 24.023139, 24.240724, 67.838351], [8.741179, 9.900146, 11.135097, 11.682248, 53.652955], [32.956339, 33.416191, 39.564655, 40.331044, 98.779978], [2.437776, 2.443579, 3.155169, 3.160440, 63.559390], [37.063569, 38.472182, 45.130893, 45.574468, 168.901512], [35.435286, 36.236079, 43.261806, 43.434918, 179.503073], [19.084882, 20.655883, 24.274076, 24.716252, 63.638834]]
### 8
fourier: [[45.577025, 47.406525, 55.402130, 55.540550, 189.283956], [4.476748, 4.741298, 4.993036, 5.117269, 51.484085], [43.520887, 45.056983, 50.733792, 52.164167, 285.426884], [15.187229, 15.829616, 17.957341, 18.421057, 52.329507], [45.679747, 47.341957, 53.687653, 55.193393, 301.794304], [56.224686, 58.356554, 66.253514, 68.148817, 343.893758], [51.681531, 53.703489, 62.227322, 62.752112, 211.044153], [61.597617, 64.180750, 73.102397, 74.636843, 306.249978], [30.407692, 31.881566, 36.870147, 36.934216, 182.236657], [23.646877, 24.183056, 27.940328, 29.786059, 34.051614], [3.707867, 4.076989, 4.167006, 4.479483, 55.726395], [6.915811, 7.496692, 7.796204, 8.565565, 8.930814], [74.907164, 77.906740, 89.584420, 91.282359, 342.451637]]
### 10
fourier: [[8.408846, 8.648502, 9.604145, 9.953221, 40.172611], [26.622170, 27.917464, 30.692300, 31.538579, 116.594607], [16.789041, 17.163531, 20.359870, 20.876794, 85.936842], [35.441511, 37.226358, 39.924332, 42.004572, 150.879915], [32.276548, 33.871887, 37.216331, 38.667360, 141.322229], [31.250984, 32.327858, 37.052977, 37.313073, 141.657082], [10.602254, 11.286149, 11.561554, 12.796875, 135.027969], [48.226210, 50.058067, 57.194449, 57.429186, 159.230581], [33.852088, 35.054097, 40.342376, 41.258987, 100.666459], [24.505366, 25.346441, 28.911671, 30.191498, 66.159451], [17.660131, 18.093004, 21.126640, 21.399754, 94.391613], [60.571676, 62.944415, 71.248632, 71.820717, 261.049443], [47.071206, 48.711516, 56.126169, 56.477504, 152.008278]]
### 12
fourier: [[82.066988, 85.114589, 98.520738, 98.747869, 322.567162], [52.783094, 54.785985, 63.415261, 64.827228, 191.394515], [66.666489, 69.175997, 80.391410, 80.888437, 259.510045], [9.785320, 11.138550, 11.150723, 11.962710, 119.353311], [41.090607, 42.631507, 49.342467, 49.580636, 173.588882], [39.972256, 41.536387, 48.540173, 49.992134, 157.388864], [42.517800, 44.149353, 51.500795, 52.320923, 177.478389], [59.180113, 61.768357, 67.644747, 70.312944, 184.167204], [45.806970, 47.864998, 52.797903, 54.828384, 229.639613], [65.097061, 67.945632, 73.532665, 76.983013, 246.555877], [51.272874, 53.318674, 62.349368, 64.108599, 214.580794], [50.842452, 52.747016, 61.318842, 61.672207, 199.894072], [18.340801, 19.637686, 21.211208, 22.917275, 39.164942]]
### 14
fourier: [[62.793679, 65.497108, 75.881167, 77.650504, 216.885706], [104.241644, 108.396353, 125.660357, 127.764609, 443.403835], [26.283475, 27.412941, 31.611094, 31.614580, 99.572046], [19.151034, 20.514415, 20.644764, 21.603544, 91.911074], [79.869232, 83.166499, 96.020494, 98.789858, 298.256431], [7.097848, 7.126791, 8.101001, 9.273323, 73.740302], [31.584207, 32.818644, 36.321556, 40.493880, 66.011897], [57.070171, 59.206718, 66.706758, 68.136997, 312.403767], [14.528762, 15.710213, 16.060303, 17.311525, 72.479165], [25.298012, 28.144192, 28.458358, 28.648434, 32.350171], [55.209167, 56.961715, 66.680572, 68.841341, 207.539110], [14.845239, 15.432195, 16.873147, 17.672886, 101.778565], [102.230542, 106.369679, 122.817839, 125.422635, 413.724637]]
### 16
fourier: [[85.488519, 89.010302, 101.809225, 102.279378, 401.712146], [140.058821, 145.801189, 166.606049, 168.168789, 652.070871], [177.987936, 185.209067, 212.083774, 215.805323, 811.420363], [20.746452, 21.137717, 24.060907, 26.046404, 108.645111], [97.086060, 101.005009, 116.023928, 118.693857, 422.406224], [44.261786, 46.323400, 50.322394, 52.076993, 223.592831], [11.619870, 12.668978, 12.998006, 15.578662, 58.308456], [5.696242, 5.821162, 5.846116, 6.034034, 6.273938], [35.818691, 37.356605, 42.473561, 42.822839, 152.210711], [18.502918, 20.412090, 20.569277, 20.927830, 138.607116], [118.939691, 123.829566, 141.730294, 144.111582, 525.931637], [35.952928, 37.972897, 39.871534, 42.705112, 168.439025], [135.301927, 140.783704, 161.273401, 162.976422, 643.713922]]
### 18
fourier: [[129.982444, 135.280798, 154.777328, 157.672263, 605.414736]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.567858, 19.728144, 20.029645, 23.776450, 116.769310], [9.941375, 10.410170, 10.578709, 12.505980, 13.678513], [9.835757, 10.126538, 11.130326, 12.250621, 54.071636], [11.545939, 12.393447, 14.152301, 15.591020, 74.252124], [33.298748, 33.862508, 35.178547, 42.162717, 70.267948], [20.490137, 20.921599, 21.733780, 26.574296, 137.273603], [29.658143, 31.499152, 34.857371, 42.398839, 162.358053], [20.941762, 21.825062, 23.567933, 27.765407, 69.268977], [25.749886, 25.837676, 27.223958, 34.561654, 208.563234], [14.377129, 16.133340, 18.014445, 18.097969, 93.442886], [18.650525, 19.345192, 19.916159, 23.539057, 38.181360], [27.600512, 30.753847, 30.958548, 34.083666, 170.952012], [17.041426, 20.609878, 21.552511, 25.296041, 74.084482]]
### 2
fourier: [[14.952373, 16.173927, 17.232435, 17.646236, 18.623325], [24.148249, 29.356654, 30.337543, 30.901236, 31.503541], [11.981830, 12.482395, 14.559887, 16.488330, 98.277660], [25.864321, 27.905459, 29.022139, 31.658910, 35.530878], [9.530679, 10.244519, 10.254500, 13.457916, 29.475975], [22.070637, 22.348008, 22.728270, 28.106565, 125.206126], [15.144311, 16.001314, 16.581727, 23.362766, 151.790641], [20.401858, 21.809790, 23.487671, 24.974598, 80.248177], [24.602296, 25.017359, 26.075695, 33.601558, 150.906883], [16.648684, 17.924220, 18.763036, 19.652660, 70.461889], [17.716583, 18.649263, 19.905936, 24.323432, 105.759580], [19.005890, 22.247157, 24.445033, 27.855650, 27.932824], [16.932881, 17.608300, 19.929154, 20.076573, 21.568666]]
### 4
fourier: [[11.218891, 13.092984, 13.716862, 14.305993, 15.918261], [19.969340, 22.697660, 23.076381, 23.380403, 190.536367], [16.463208, 17.260001, 20.184030, 20.575175, 29.603680], [27.213566, 27.649965, 33.146020, 34.976236, 85.305905], [14.766995, 15.746066, 15.957445, 21.723229, 106.073945], [7.967144, 8.817184, 9.029245, 9.911360, 117.581456], [27.336399, 27.403510, 30.647255, 34.974921, 95.822991], [17.962821, 18.582588, 18.721911, 24.041345, 79.240884], [29.441881, 30.516918, 35.666064, 38.877502, 81.726509], [19.255559, 19.387929, 23.842964, 25.271539, 56.380221], [8.054792, 9.084783, 9.158221, 13.729969, 74.165546], [16.234887, 17.239634, 20.805545, 20.856456, 112.785847], [21.518034, 26.019961, 26.488203, 27.660693, 56.109819]]
### 6
fourier: [[7.100657, 7.236567, 8.154492, 9.111400, 67.894725], [28.783459, 28.859223, 34.676066, 35.270516, 107.369522], [11.853218, 13.026402, 14.166460, 14.504778, 30.554116], [0.959401, 0.962291, 1.060988, 1.390174, 31.533335], [8.551426, 9.265459, 11.098722, 11.392541, 62.570540], [34.570774, 36.205991, 42.432470, 42.476405, 178.079943], [18.848630, 19.600755, 24.023139, 24.240724, 67.838351], [8.741179, 9.900146, 11.135097, 11.682248, 53.652955], [32.956339, 33.416191, 39.564655, 40.331044, 98.779978], [2.437776, 2.443579, 3.155169, 3.160440, 63.559390], [37.063569, 38.472182, 45.130893, 45.574468, 168.901512], [35.435286, 36.236079, 43.261806, 43.434918, 179.503073], [19.084882, 20.655883, 24.274076, 24.716252, 63.638834]]
### 8
fourier: [[45.577025, 47.406525, 55.402130, 55.540550, 189.283956], [4.476748, 4.741298, 4.993036, 5.117269, 51.484085], [43.520887, 45.056983, 50.733792, 52.164167, 285.426884], [15.187229, 15.829616, 17.957341, 18.421057, 52.329507], [45.679747, 47.341957, 53.687653, 55.193393, 301.794304], [56.224686, 58.356554, 66.253514, 68.148817, 343.893758], [51.681531, 53.703489, 62.227322, 62.752112, 211.044153], [61.597617, 64.180750, 73.102397, 74.636843, 306.249978], [30.407692, 31.881566, 36.870147, 36.934216, 182.236657], [23.646877, 24.183056, 27.940328, 29.786059, 34.051614], [3.707867, 4.076989, 4.167006, 4.479483, 55.726395], [6.915811, 7.496692, 7.796204, 8.565565, 8.930814], [74.907164, 77.906740, 89.584420, 91.282359, 342.451637]]
### 10
fourier: [[8.408846, 8.648502, 9.604145, 9.953221, 40.172611], [26.622170, 27.917464, 30.692300, 31.538579, 116.594607], [16.789041, 17.163531, 20.359870, 20.876794, 85.936842], [35.441511, 37.226358, 39.924332, 42.004572, 150.879915], [32.276548, 33.871887, 37.216331, 38.667360, 141.322229], [31.250984, 32.327858, 37.052977, 37.313073, 141.657082], [10.602254, 11.286149, 11.561554, 12.796875, 135.027969], [48.226210, 50.058067, 57.194449, 57.429186, 159.230581], [33.852088, 35.054097, 40.342376, 41.258987, 100.666459], [24.505366, 25.346441, 28.911671, 30.191498, 66.159451], [17.660131, 18.093004, 21.126640, 21.399754, 94.391613], [60.571676, 62.944415, 71.248632, 71.820717, 261.049443], [47.071206, 48.711516, 56.126169, 56.477504, 152.008278]]
### 12
fourier: [[82.066988, 85.114589, 98.520738, 98.747869, 322.567162], [52.783094, 54.785985, 63.415261, 64.827228, 191.394515], [66.666489, 69.175997, 80.391410, 80.888437, 259.510045], [9.785320, 11.138550, 11.150723, 11.962710, 119.353311], [41.090607, 42.631507, 49.342467, 49.580636, 173.588882], [39.972256, 41.536387, 48.540173, 49.992134, 157.388864], [42.517800, 44.149353, 51.500795, 52.320923, 177.478389], [59.180113, 61.768357, 67.644747, 70.312944, 184.167204], [45.806970, 47.864998, 52.797903, 54.828384, 229.639613], [65.097061, 67.945632, 73.532665, 76.983013, 246.555877], [51.272874, 53.318674, 62.349368, 64.108599, 214.580794], [50.842452, 52.747016, 61.318842, 61.672207, 199.894072], [18.340801, 19.637686, 21.211208, 22.917275, 39.164942]]
### 14
fourier: [[62.793679, 65.497108, 75.881167, 77.650504, 216.885706], [104.241644, 108.396353, 125.660357, 127.764609, 443.403835], [26.283475, 27.412941, 31.611094, 31.614580, 99.572046], [19.151034, 20.514415, 20.644764, 21.603544, 91.911074], [79.869232, 83.166499, 96.020494, 98.789858, 298.256431], [7.097848, 7.126791, 8.101001, 9.273323, 73.740302], [31.584207, 32.818644, 36.321556, 40.493880, 66.011897], [57.070171, 59.206718, 66.706758, 68.136997, 312.403767], [14.528762, 15.710213, 16.060303, 17.311525, 72.479165], [25.298012, 28.144192, 28.458358, 28.648434, 32.350171], [55.209167, 56.961715, 66.680572, 68.841341, 207.539110], [14.845239, 15.432195, 16.873147, 17.672886, 101.778565], [102.230542, 106.369679, 122.817839, 125.422635, 413.724637]]
### 16
fourier: [[85.488519, 89.010302, 101.809225, 102.279378, 401.712146], [140.058821, 145.801189, 166.606049, 168.168789, 652.070871], [177.987936, 185.209067, 212.083774, 215.805323, 811.420363], [20.746452, 21.137717, 24.060907, 26.046404, 108.645111], [97.086060, 101.005009, 116.023928, 118.693857, 422.406224], [44.261786, 46.323400, 50.322394, 52.076993, 223.592831], [11.619870, 12.668978, 12.998006, 15.578662, 58.308456], [5.696242, 5.821162, 5.846116, 6.034034, 6.273938], [35.818691, 37.356605, 42.473561, 42.822839, 152.210711], [18.502918, 20.412090, 20.569277, 20.927830, 138.607116], [118.939691, 123.829566, 141.730294, 144.111582, 525.931637], [35.952928, 37.972897, 39.871534, 42.705112, 168.439025], [135.301927, 140.783704, 161.273401, 162.976422, 643.713922]]
### 18
fourier: [[129.982444, 135.280798, 154.777328, 157.672263, 605.414736]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6708852648735046, "train_acc": 0.585, "val_loss": 0.8261012434959412, "val_acc": 0.44}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6994735598564148, "train_acc": 0.585, "val_loss": 0.7145512104034424, "val_acc": 0.44}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6898644268512726, "train_acc": 0.525, "val_loss": 0.5322791337966919, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6164796948432922, "train_acc": 0.765, "val_loss": 3.2333457469940186, "val_acc": 0.84}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 2.0753685534000397, "train_acc": 0.8, "val_loss": 0.6823548674583435, "val_acc": 0.5}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6660972535610199, "train_acc": 0.555, "val_loss": 0.676674485206604, "val_acc": 0.44}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.8261012434959412, "final_val_loss": 0.7145512104034424, "initial_val_acc": 0.44, "final_val_acc": 0.44, "best_val_acc": 0.44}, "improved_stage": {"initial_val_loss": 0.5322791337966919, "final_val_loss": 0.676674485206604, "initial_val_acc": 0.82, "final_val_acc": 0.44, "best_val_acc": 0.84, "best_epoch": 3}, "improvement": 0.39999999999999997, "first_improvement_epoch": 1}}
|
9,976
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.5, "improved_accuracy": 0.72, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 1137, "learning_rate": 0.09995237237215512, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.980767, 30.831086, 32.103901, 37.213136, 159.915651], [23.584213, 24.909591, 26.920024, 30.843951, 34.709298], [39.427595, 40.721866, 43.743862, 48.693013, 263.853222], [25.846990, 27.977103, 34.177082, 34.792755, 233.435277], [34.137554, 35.862716, 44.821325, 45.654344, 329.628740], [34.792728, 35.433878, 42.335937, 43.136151, 190.864064], [41.890017, 42.041660, 44.315729, 49.003070, 236.724217], [24.722839, 27.174969, 27.574919, 28.697433, 228.845329], [28.364415, 28.841890, 30.010116, 32.039609, 61.459234], [29.345124, 29.976730, 31.234425, 35.421553, 92.381036]]
### 2
fourier: [[17.057145, 19.450134, 21.444947, 21.832329, 67.953592], [32.701552, 35.543865, 45.073791, 46.804767, 199.078963], [28.485778, 29.165189, 30.236831, 37.558475, 313.736701], [34.113110, 34.829586, 41.433212, 47.055657, 190.573361], [13.357483, 13.506347, 13.542605, 13.665077, 64.245973], [26.234028, 28.232152, 29.546319, 29.839794, 298.362078], [22.874432, 24.566556, 28.545263, 32.192410, 122.123915], [18.108954, 18.189609, 19.032760, 32.721627, 74.088196], [41.840783, 43.106654, 43.683160, 48.715143, 52.769773], [23.193379, 24.439220, 25.554730, 31.938754, 67.432313]]
### 4
fourier: [[21.387030, 21.523477, 23.245584, 24.985043, 30.490249], [16.268671, 16.411791, 17.664133, 25.670921, 68.061373], [37.621969, 41.290305, 41.644563, 44.088505, 64.229767], [25.049806, 27.970961, 28.075126, 31.753922, 114.825257], [25.946676, 26.139984, 27.910549, 28.122736, 34.141253], [13.938609, 13.999636, 14.491918, 14.832971, 36.769632], [25.828343, 27.248231, 28.218367, 34.882181, 41.272903], [11.315564, 12.041610, 14.192227, 15.469630, 93.174344], [9.914196, 10.034304, 13.495003, 15.207858, 84.728961], [30.735714, 31.600708, 34.569523, 37.399699, 54.641627]]
### 6
fourier: [[62.934136, 69.742247, 82.396515, 83.802320, 221.625608], [66.206199, 72.718404, 87.521978, 89.048345, 251.007994], [82.592753, 91.033952, 108.253396, 109.215983, 308.350854], [9.005944, 9.594192, 13.077062, 13.950583, 125.118365], [10.648701, 11.578967, 12.708252, 12.748136, 13.725415], [16.466132, 17.951969, 18.990169, 19.400220, 20.339167], [12.197978, 12.491434, 14.327455, 15.778968, 48.731880], [80.243624, 88.515353, 103.337258, 103.668593, 287.952213], [84.378706, 93.363294, 108.001291, 109.180990, 289.926618], [27.754377, 29.392403, 31.076723, 34.694275, 53.070201]]
### 8
fourier: [[148.300064, 165.500534, 212.988886, 216.141222, 704.877892], [254.007162, 282.893230, 368.070049, 374.076701, 1193.466638], [177.756563, 199.288027, 253.666258, 256.676632, 781.253700], [17.919639, 18.686746, 19.621382, 20.760961, 35.647508], [220.227140, 243.031192, 321.079377, 326.873845, 1093.776926], [183.841040, 199.191887, 273.813293, 279.473409, 942.835258], [106.550751, 115.970792, 153.825128, 155.695940, 522.673791], [134.285743, 144.853163, 200.652690, 205.118847, 703.716665], [4.464241, 4.465562, 5.758312, 6.022322, 6.275966], [169.651780, 184.601805, 256.977544, 264.431303, 889.410857]]
### 10
fourier: [[35.935866, 37.578012, 55.658747, 58.319607, 201.112118], [693.403492, 763.856334, 1033.606599, 1048.847813, 3546.003091], [412.260102, 454.990083, 614.081803, 623.341621, 2168.827865], [121.005897, 132.995650, 177.180642, 178.157822, 568.910687], [650.359675, 716.510014, 965.466212, 980.383894, 3290.365798], [446.834967, 491.848163, 667.991104, 678.902291, 2352.714479], [785.034396, 865.537753, 1172.341588, 1189.870313, 3991.925812], [344.801415, 381.229773, 515.835142, 522.927259, 1698.763618], [10.167716, 12.132667, 15.286891, 16.780630, 42.341412], [657.960610, 722.903812, 978.999590, 994.613117, 3353.876489]]
### 12
fourier: [[1530.121514, 1694.834080, 2285.224680, 2316.102859, 7787.199304], [2188.581128, 2423.065893, 3266.848615, 3311.749821, 11166.830171], [1214.647392, 1344.412062, 1818.959034, 1843.275276, 6258.369481], [1234.132466, 1365.698205, 1844.530709, 1869.848620, 6339.513355], [525.035023, 580.696923, 785.921053, 796.968265, 2758.652902], [86.590627, 93.995291, 125.516790, 128.188253, 429.868788], [636.769373, 704.131223, 952.260798, 964.901056, 3264.111331], [857.069525, 950.928725, 1283.611310, 1299.944504, 4322.765134], [551.947752, 609.016825, 824.202771, 835.703424, 2908.571592], [75.810931, 84.016636, 114.777488, 115.597222, 384.531383]]
### 14
fourier: [[3158.935263, 3502.297207, 4726.880425, 4789.208301, 16246.340901], [194.684188, 215.374433, 292.262200, 296.780565, 1077.021689], [1781.379218, 1976.133227, 2668.008280, 2702.832760, 9224.892308], [1356.684518, 1503.964496, 2027.511651, 2054.174610, 6891.282441], [700.945988, 778.062193, 1046.893443, 1060.519937, 3534.689788], [2776.532664, 3078.071685, 4154.238639, 4208.992941, 14284.211772], [1446.517601, 1604.918193, 2162.876511, 2191.480614, 7395.398928], [978.252812, 1083.856398, 1466.279805, 1485.579160, 5080.745154], [4677.900093, 5186.435521, 6997.668067, 7090.364672, 24027.300884], [1112.539226, 1233.653216, 1662.084726, 1684.555907, 5675.155393]]
### 16
fourier: [[257.818033, 286.563149, 387.341296, 391.680062, 1370.858682], [3753.121531, 4161.446556, 5615.705982, 5689.789573, 19326.139111], [6207.939214, 6881.483853, 9284.607403, 9407.346474, 31855.329519], [2472.030594, 2740.152880, 3695.494231, 3744.729160, 12662.361822], [4053.646276, 4495.071876, 6065.076196, 6144.687883, 20846.526024], [3191.191351, 3539.229401, 4774.580851, 4837.288933, 16379.021457], [3102.762783, 3439.170124, 4637.919177, 4699.549355, 15895.251835], [3800.466276, 4212.546373, 5681.470278, 5756.872329, 19470.749378], [7050.565438, 7819.293922, 10549.068469, 10687.360187, 36201.923347], [2975.753948, 3300.994708, 4453.905746, 4511.549152, 15311.197599]]
### 18
fourier: [[8341.397468, 9253.641410, 12481.704839, 12643.989121, 42861.498942], [15429.447536, 17116.557783, 23087.577670, 23387.793587, 79208.266989], [4108.727036, 4558.649589, 6149.025794, 6228.925756, 21055.059480], [4350.075632, 4824.658396, 6507.901985, 6592.844604, 22342.852288], [10521.775195, 11672.618838, 15743.452983, 15948.379990, 54048.988845], [2306.023379, 2559.762149, 3452.871938, 3497.289556, 11783.168198], [1447.785261, 1606.022119, 2166.463458, 2194.694886, 7437.668284], [9850.731153, 10927.668271, 14740.359087, 14931.947559, 50586.372702], [4539.720478, 5037.072604, 6794.562653, 6882.676193, 23263.074798], [5016.076982, 5565.414722, 7506.424948, 7603.753215, 25717.773413]]
### 20
fourier: [[14366.775103, 15940.026689, 21500.005305, 21778.543501, 73727.117543]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.980767, 30.831086, 32.103901, 37.213136, 159.915651], [23.584213, 24.909591, 26.920024, 30.843951, 34.709298], [39.427595, 40.721866, 43.743862, 48.693013, 263.853222], [25.846990, 27.977103, 34.177082, 34.792755, 233.435277], [34.137554, 35.862716, 44.821325, 45.654344, 329.628740], [34.792728, 35.433878, 42.335937, 43.136151, 190.864064], [41.890017, 42.041660, 44.315729, 49.003070, 236.724217], [24.722839, 27.174969, 27.574919, 28.697433, 228.845329], [28.364415, 28.841890, 30.010116, 32.039609, 61.459234], [29.345124, 29.976730, 31.234425, 35.421553, 92.381036]]
### 2
fourier: [[17.057145, 19.450134, 21.444947, 21.832329, 67.953592], [32.701552, 35.543865, 45.073791, 46.804767, 199.078963], [28.485778, 29.165189, 30.236831, 37.558475, 313.736701], [34.113110, 34.829586, 41.433212, 47.055657, 190.573361], [13.357483, 13.506347, 13.542605, 13.665077, 64.245973], [26.234028, 28.232152, 29.546319, 29.839794, 298.362078], [22.874432, 24.566556, 28.545263, 32.192410, 122.123915], [18.108954, 18.189609, 19.032760, 32.721627, 74.088196], [41.840783, 43.106654, 43.683160, 48.715143, 52.769773], [23.193379, 24.439220, 25.554730, 31.938754, 67.432313]]
### 4
fourier: [[21.387030, 21.523477, 23.245584, 24.985043, 30.490249], [16.268671, 16.411791, 17.664133, 25.670921, 68.061373], [37.621969, 41.290305, 41.644563, 44.088505, 64.229767], [25.049806, 27.970961, 28.075126, 31.753922, 114.825257], [25.946676, 26.139984, 27.910549, 28.122736, 34.141253], [13.938609, 13.999636, 14.491918, 14.832971, 36.769632], [25.828343, 27.248231, 28.218367, 34.882181, 41.272903], [11.315564, 12.041610, 14.192227, 15.469630, 93.174344], [9.914196, 10.034304, 13.495003, 15.207858, 84.728961], [30.735714, 31.600708, 34.569523, 37.399699, 54.641627]]
### 6
fourier: [[62.934136, 69.742247, 82.396515, 83.802320, 221.625608], [66.206199, 72.718404, 87.521978, 89.048345, 251.007994], [82.592753, 91.033952, 108.253396, 109.215983, 308.350854], [9.005944, 9.594192, 13.077062, 13.950583, 125.118365], [10.648701, 11.578967, 12.708252, 12.748136, 13.725415], [16.466132, 17.951969, 18.990169, 19.400220, 20.339167], [12.197978, 12.491434, 14.327455, 15.778968, 48.731880], [80.243624, 88.515353, 103.337258, 103.668593, 287.952213], [84.378706, 93.363294, 108.001291, 109.180990, 289.926618], [27.754377, 29.392403, 31.076723, 34.694275, 53.070201]]
### 8
fourier: [[148.300064, 165.500534, 212.988886, 216.141222, 704.877892], [254.007162, 282.893230, 368.070049, 374.076701, 1193.466638], [177.756563, 199.288027, 253.666258, 256.676632, 781.253700], [17.919639, 18.686746, 19.621382, 20.760961, 35.647508], [220.227140, 243.031192, 321.079377, 326.873845, 1093.776926], [183.841040, 199.191887, 273.813293, 279.473409, 942.835258], [106.550751, 115.970792, 153.825128, 155.695940, 522.673791], [134.285743, 144.853163, 200.652690, 205.118847, 703.716665], [4.464241, 4.465562, 5.758312, 6.022322, 6.275966], [169.651780, 184.601805, 256.977544, 264.431303, 889.410857]]
### 10
fourier: [[35.935866, 37.578012, 55.658747, 58.319607, 201.112118], [693.403492, 763.856334, 1033.606599, 1048.847813, 3546.003091], [412.260102, 454.990083, 614.081803, 623.341621, 2168.827865], [121.005897, 132.995650, 177.180642, 178.157822, 568.910687], [650.359675, 716.510014, 965.466212, 980.383894, 3290.365798], [446.834967, 491.848163, 667.991104, 678.902291, 2352.714479], [785.034396, 865.537753, 1172.341588, 1189.870313, 3991.925812], [344.801415, 381.229773, 515.835142, 522.927259, 1698.763618], [10.167716, 12.132667, 15.286891, 16.780630, 42.341412], [657.960610, 722.903812, 978.999590, 994.613117, 3353.876489]]
### 12
fourier: [[1530.121514, 1694.834080, 2285.224680, 2316.102859, 7787.199304], [2188.581128, 2423.065893, 3266.848615, 3311.749821, 11166.830171], [1214.647392, 1344.412062, 1818.959034, 1843.275276, 6258.369481], [1234.132466, 1365.698205, 1844.530709, 1869.848620, 6339.513355], [525.035023, 580.696923, 785.921053, 796.968265, 2758.652902], [86.590627, 93.995291, 125.516790, 128.188253, 429.868788], [636.769373, 704.131223, 952.260798, 964.901056, 3264.111331], [857.069525, 950.928725, 1283.611310, 1299.944504, 4322.765134], [551.947752, 609.016825, 824.202771, 835.703424, 2908.571592], [75.810931, 84.016636, 114.777488, 115.597222, 384.531383]]
### 14
fourier: [[3158.935263, 3502.297207, 4726.880425, 4789.208301, 16246.340901], [194.684188, 215.374433, 292.262200, 296.780565, 1077.021689], [1781.379218, 1976.133227, 2668.008280, 2702.832760, 9224.892308], [1356.684518, 1503.964496, 2027.511651, 2054.174610, 6891.282441], [700.945988, 778.062193, 1046.893443, 1060.519937, 3534.689788], [2776.532664, 3078.071685, 4154.238639, 4208.992941, 14284.211772], [1446.517601, 1604.918193, 2162.876511, 2191.480614, 7395.398928], [978.252812, 1083.856398, 1466.279805, 1485.579160, 5080.745154], [4677.900093, 5186.435521, 6997.668067, 7090.364672, 24027.300884], [1112.539226, 1233.653216, 1662.084726, 1684.555907, 5675.155393]]
### 16
fourier: [[257.818033, 286.563149, 387.341296, 391.680062, 1370.858682], [3753.121531, 4161.446556, 5615.705982, 5689.789573, 19326.139111], [6207.939214, 6881.483853, 9284.607403, 9407.346474, 31855.329519], [2472.030594, 2740.152880, 3695.494231, 3744.729160, 12662.361822], [4053.646276, 4495.071876, 6065.076196, 6144.687883, 20846.526024], [3191.191351, 3539.229401, 4774.580851, 4837.288933, 16379.021457], [3102.762783, 3439.170124, 4637.919177, 4699.549355, 15895.251835], [3800.466276, 4212.546373, 5681.470278, 5756.872329, 19470.749378], [7050.565438, 7819.293922, 10549.068469, 10687.360187, 36201.923347], [2975.753948, 3300.994708, 4453.905746, 4511.549152, 15311.197599]]
### 18
fourier: [[8341.397468, 9253.641410, 12481.704839, 12643.989121, 42861.498942], [15429.447536, 17116.557783, 23087.577670, 23387.793587, 79208.266989], [4108.727036, 4558.649589, 6149.025794, 6228.925756, 21055.059480], [4350.075632, 4824.658396, 6507.901985, 6592.844604, 22342.852288], [10521.775195, 11672.618838, 15743.452983, 15948.379990, 54048.988845], [2306.023379, 2559.762149, 3452.871938, 3497.289556, 11783.168198], [1447.785261, 1606.022119, 2166.463458, 2194.694886, 7437.668284], [9850.731153, 10927.668271, 14740.359087, 14931.947559, 50586.372702], [4539.720478, 5037.072604, 6794.562653, 6882.676193, 23263.074798], [5016.076982, 5565.414722, 7506.424948, 7603.753215, 25717.773413]]
### 20
fourier: [[14366.775103, 15940.026689, 21500.005305, 21778.543501, 73727.117543]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7094308733940125, "train_acc": 0.45, "val_loss": 0.7165452837944031, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6858813166618347, "train_acc": 0.57, "val_loss": 0.5592930316925049, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.49721871316432953, "train_acc": 0.62, "val_loss": 0.5516547560691833, "val_acc": 0.68}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.4552791714668274, "train_acc": 0.77, "val_loss": 22.06708526611328, "val_acc": 0.72}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 10.449598953127861, "train_acc": 0.73, "val_loss": 0.6400611996650696, "val_acc": 0.68}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.514017790555954, "train_acc": 0.74, "val_loss": 0.6194435358047485, "val_acc": 0.6}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.7165452837944031, "final_val_loss": 0.5592930316925049, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.5516547560691833, "final_val_loss": 0.6194435358047485, "initial_val_acc": 0.68, "final_val_acc": 0.6, "best_val_acc": 0.72, "best_epoch": 3}, "improvement": 0.21999999999999997, "first_improvement_epoch": 1}}
|
9,977
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.56, "improved_accuracy": 0.82, "improvement": 0.2599999999999999, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3480, "learning_rate": 0.03453167249506404, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[11.609028, 12.123245, 12.180265, 16.332265, 50.682094], [24.598825, 27.044250, 30.334400, 31.152807, 101.714252], [26.406533, 26.419315, 26.553247, 34.302343, 80.552862], [35.146125, 35.156222, 36.073454, 38.005086, 259.291919], [21.321607, 24.086764, 24.928709, 31.548859, 48.491139], [12.819159, 13.115309, 14.673055, 19.007944, 52.110883], [12.829840, 13.731129, 14.824014, 17.657896, 37.317142], [22.295567, 22.727075, 24.820831, 26.990674, 226.756002], [18.082875, 22.677628, 23.899985, 25.000576, 103.014733], [13.666520, 16.356081, 18.537848, 18.927014, 39.234772], [24.787788, 25.063415, 25.557628, 28.349055, 31.087755], [16.374705, 17.307382, 18.643171, 19.864045, 20.605567], [34.567021, 35.178483, 35.304663, 40.019934, 154.782156], [22.618682, 23.633914, 23.966690, 26.529185, 171.594080], [16.896445, 17.484546, 17.794038, 17.851807, 123.755352]]
### 2
fourier: [[5.435523, 5.950088, 6.059367, 6.125342, 11.536851], [22.594541, 22.735938, 26.488355, 27.305511, 83.784955], [12.320367, 14.549146, 16.685318, 18.213357, 27.983291], [6.105676, 6.231351, 6.320664, 6.423069, 54.766148], [32.505234, 33.965546, 34.733969, 41.107119, 117.358746], [19.760504, 20.164423, 20.871504, 21.944101, 121.389232], [4.203114, 5.855897, 5.880149, 6.200950, 30.925064], [13.166381, 14.127042, 14.486847, 15.375784, 18.966445], [24.989189, 25.268458, 27.394392, 28.788488, 56.549686], [21.441591, 23.181702, 24.423315, 26.959629, 222.152544], [17.613163, 18.192236, 19.463314, 22.403754, 35.441552], [25.221733, 29.082890, 31.805550, 31.893189, 103.472845], [15.144588, 15.630860, 17.193399, 22.175297, 33.412525], [19.007354, 19.926400, 21.414005, 22.777573, 114.266843], [8.061725, 9.531093, 9.856830, 10.277223, 84.206706]]
### 4
fourier: [[16.014647, 16.430567, 22.667602, 24.057997, 37.914522], [26.650622, 26.806214, 31.056131, 31.805069, 146.885554], [13.510032, 14.040560, 16.476518, 17.010479, 48.144925], [6.045853, 6.192201, 6.466620, 6.475229, 21.163349], [36.010155, 39.313178, 43.798407, 50.066994, 149.699625], [15.652651, 16.090247, 17.494987, 17.823624, 19.500919], [10.970996, 11.052156, 11.460144, 13.180813, 37.738326], [37.002656, 39.841957, 44.212191, 45.043885, 128.741065], [29.262478, 29.388635, 34.331294, 39.264156, 88.123499], [35.325148, 38.939130, 43.215389, 47.897827, 156.475311], [21.358755, 21.588141, 23.078261, 24.603890, 54.898978], [27.861593, 28.701141, 32.270027, 32.681177, 149.333196], [21.590231, 22.975852, 24.626622, 26.436970, 61.854254], [16.351259, 17.216353, 17.836030, 22.551412, 54.587318], [34.362286, 35.815114, 38.794408, 39.827776, 146.853241]]
### 6
fourier: [[13.608723, 13.844965, 14.779238, 16.430570, 99.523273], [20.799085, 21.284641, 24.575151, 27.184701, 84.780730], [11.565686, 11.595275, 12.240579, 14.703235, 34.301375], [41.283989, 45.348539, 52.547143, 56.540593, 190.226779], [12.794579, 14.390302, 14.441270, 16.195271, 17.059475], [18.263355, 21.949636, 24.920222, 25.336115, 29.615290], [19.040582, 19.720915, 22.635613, 22.717938, 61.848853], [56.496655, 61.451387, 70.256516, 75.021038, 235.586226], [48.376471, 51.352256, 58.734327, 64.631490, 178.509873], [69.277781, 74.652407, 85.717080, 90.963019, 290.053246], [10.228717, 11.371510, 12.059818, 14.200937, 14.431163], [34.283299, 34.540239, 39.942558, 42.461117, 84.291813], [51.456432, 55.706759, 63.711586, 67.189300, 224.785171], [58.997470, 61.318582, 71.133894, 75.199610, 214.757934], [30.644501, 32.234155, 36.335625, 38.291011, 79.722600]]
### 8
fourier: [[96.307828, 102.038127, 119.900911, 126.638369, 362.217989], [87.594669, 92.231804, 109.280115, 114.471251, 350.359961], [100.526305, 106.143470, 126.561248, 130.367622, 384.526655], [54.269067, 58.718783, 68.636978, 72.289518, 217.359269], [65.690445, 70.014238, 82.759771, 84.618897, 237.783403], [60.845285, 63.916243, 75.579472, 77.850629, 206.912820], [114.466811, 123.883558, 145.249540, 153.081642, 465.005882], [45.051132, 46.535121, 54.978070, 57.020930, 127.104067], [41.651737, 44.520117, 52.253051, 54.389722, 168.712694], [107.106369, 114.231920, 133.578315, 142.191000, 420.340897], [70.246060, 71.795898, 85.415479, 89.638455, 251.960144], [52.203666, 54.641583, 64.410566, 68.398306, 168.455055], [5.696083, 6.250412, 6.458967, 7.167449, 28.614075], [89.229012, 95.633676, 111.731468, 117.986632, 358.670413], [99.375848, 107.203317, 124.404558, 132.323387, 373.310834]]
### 10
fourier: [[127.549634, 136.873179, 160.662546, 169.754565, 502.393056], [41.081104, 42.760129, 50.719015, 52.194643, 147.796431], [133.825496, 144.506924, 169.656406, 179.558369, 555.032437], [72.783328, 77.989061, 91.074158, 97.774178, 297.179920], [73.056177, 77.355539, 90.921078, 95.340795, 286.691109], [111.246479, 118.300381, 138.548594, 146.005492, 431.827608], [87.740912, 93.047044, 109.702027, 114.547219, 340.534105], [87.748843, 90.639174, 107.258252, 110.226234, 320.743586], [126.248921, 135.825432, 159.316387, 168.295090, 497.778818], [134.004893, 143.784148, 169.375931, 177.514711, 531.960339], [164.693074, 178.604263, 209.636283, 222.651288, 675.041099], [95.476704, 98.725675, 116.458530, 119.979110, 338.957733], [135.717339, 147.134363, 172.115074, 183.888843, 563.114174], [60.508188, 65.598814, 76.581258, 81.723244, 218.720141], [19.322330, 20.136611, 23.781445, 25.695888, 75.310124]]
### 12
fourier: [[67.174426, 72.048576, 84.611562, 90.873436, 292.830029], [69.764959, 75.161969, 88.446687, 94.519116, 291.125769], [148.003344, 160.455054, 189.175914, 198.429940, 600.691820], [88.202165, 95.428508, 112.207507, 118.010362, 331.148828], [205.262599, 222.535658, 262.178055, 276.048630, 854.527581], [80.716011, 86.543045, 101.361386, 109.173852, 334.658207], [206.000799, 223.319206, 262.490841, 277.414906, 856.815612], [113.103876, 121.752680, 143.445139, 150.383860, 451.082009], [144.495119, 155.857602, 183.314200, 193.308279, 573.740055], [149.543742, 162.487105, 191.437517, 201.547821, 599.346709], [169.901302, 184.054929, 217.050467, 227.817016, 705.420366], [79.372710, 85.757412, 101.136983, 106.556167, 337.316662], [44.137410, 46.666918, 54.211714, 59.627611, 196.964177], [76.321292, 81.180989, 94.651644, 104.075573, 321.519071], [58.295442, 61.324759, 71.609637, 78.818647, 245.880386]]
### 14
fourier: [[37.309881, 40.579542, 47.595677, 51.305327, 120.735344], [132.743394, 143.370276, 168.995307, 177.610080, 549.914695], [60.010364, 64.150197, 75.118023, 81.287608, 255.423344], [116.518155, 126.547936, 149.027748, 157.342124, 460.119528], [185.215006, 200.033607, 235.346167, 249.424126, 790.009311], [64.935035, 70.218416, 82.671676, 87.051629, 266.754833], [177.646912, 192.412517, 226.592133, 238.724614, 753.014196], [81.291601, 88.185737, 103.715619, 110.006730, 318.056496], [54.725596, 59.078963, 69.511340, 73.354381, 235.490639], [233.742872, 252.798732, 297.603491, 314.157862, 984.013597], [71.680917, 77.872112, 91.725487, 96.742846, 313.761271], [231.428549, 250.143883, 294.118909, 311.869932, 957.507189], [156.829893, 169.805747, 200.271793, 210.708579, 668.324360], [130.767230, 141.810880, 167.526385, 174.838117, 547.664268], [64.111332, 69.441327, 81.938748, 85.753910, 276.623320]]
### 16
fourier: [[249.275947, 268.643306, 316.154864, 334.805691, 1041.741463]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[11.609028, 12.123245, 12.180265, 16.332265, 50.682094], [24.598825, 27.044250, 30.334400, 31.152807, 101.714252], [26.406533, 26.419315, 26.553247, 34.302343, 80.552862], [35.146125, 35.156222, 36.073454, 38.005086, 259.291919], [21.321607, 24.086764, 24.928709, 31.548859, 48.491139], [12.819159, 13.115309, 14.673055, 19.007944, 52.110883], [12.829840, 13.731129, 14.824014, 17.657896, 37.317142], [22.295567, 22.727075, 24.820831, 26.990674, 226.756002], [18.082875, 22.677628, 23.899985, 25.000576, 103.014733], [13.666520, 16.356081, 18.537848, 18.927014, 39.234772], [24.787788, 25.063415, 25.557628, 28.349055, 31.087755], [16.374705, 17.307382, 18.643171, 19.864045, 20.605567], [34.567021, 35.178483, 35.304663, 40.019934, 154.782156], [22.618682, 23.633914, 23.966690, 26.529185, 171.594080], [16.896445, 17.484546, 17.794038, 17.851807, 123.755352]]
### 2
fourier: [[5.435523, 5.950088, 6.059367, 6.125342, 11.536851], [22.594541, 22.735938, 26.488355, 27.305511, 83.784955], [12.320367, 14.549146, 16.685318, 18.213357, 27.983291], [6.105676, 6.231351, 6.320664, 6.423069, 54.766148], [32.505234, 33.965546, 34.733969, 41.107119, 117.358746], [19.760504, 20.164423, 20.871504, 21.944101, 121.389232], [4.203114, 5.855897, 5.880149, 6.200950, 30.925064], [13.166381, 14.127042, 14.486847, 15.375784, 18.966445], [24.989189, 25.268458, 27.394392, 28.788488, 56.549686], [21.441591, 23.181702, 24.423315, 26.959629, 222.152544], [17.613163, 18.192236, 19.463314, 22.403754, 35.441552], [25.221733, 29.082890, 31.805550, 31.893189, 103.472845], [15.144588, 15.630860, 17.193399, 22.175297, 33.412525], [19.007354, 19.926400, 21.414005, 22.777573, 114.266843], [8.061725, 9.531093, 9.856830, 10.277223, 84.206706]]
### 4
fourier: [[16.014647, 16.430567, 22.667602, 24.057997, 37.914522], [26.650622, 26.806214, 31.056131, 31.805069, 146.885554], [13.510032, 14.040560, 16.476518, 17.010479, 48.144925], [6.045853, 6.192201, 6.466620, 6.475229, 21.163349], [36.010155, 39.313178, 43.798407, 50.066994, 149.699625], [15.652651, 16.090247, 17.494987, 17.823624, 19.500919], [10.970996, 11.052156, 11.460144, 13.180813, 37.738326], [37.002656, 39.841957, 44.212191, 45.043885, 128.741065], [29.262478, 29.388635, 34.331294, 39.264156, 88.123499], [35.325148, 38.939130, 43.215389, 47.897827, 156.475311], [21.358755, 21.588141, 23.078261, 24.603890, 54.898978], [27.861593, 28.701141, 32.270027, 32.681177, 149.333196], [21.590231, 22.975852, 24.626622, 26.436970, 61.854254], [16.351259, 17.216353, 17.836030, 22.551412, 54.587318], [34.362286, 35.815114, 38.794408, 39.827776, 146.853241]]
### 6
fourier: [[13.608723, 13.844965, 14.779238, 16.430570, 99.523273], [20.799085, 21.284641, 24.575151, 27.184701, 84.780730], [11.565686, 11.595275, 12.240579, 14.703235, 34.301375], [41.283989, 45.348539, 52.547143, 56.540593, 190.226779], [12.794579, 14.390302, 14.441270, 16.195271, 17.059475], [18.263355, 21.949636, 24.920222, 25.336115, 29.615290], [19.040582, 19.720915, 22.635613, 22.717938, 61.848853], [56.496655, 61.451387, 70.256516, 75.021038, 235.586226], [48.376471, 51.352256, 58.734327, 64.631490, 178.509873], [69.277781, 74.652407, 85.717080, 90.963019, 290.053246], [10.228717, 11.371510, 12.059818, 14.200937, 14.431163], [34.283299, 34.540239, 39.942558, 42.461117, 84.291813], [51.456432, 55.706759, 63.711586, 67.189300, 224.785171], [58.997470, 61.318582, 71.133894, 75.199610, 214.757934], [30.644501, 32.234155, 36.335625, 38.291011, 79.722600]]
### 8
fourier: [[96.307828, 102.038127, 119.900911, 126.638369, 362.217989], [87.594669, 92.231804, 109.280115, 114.471251, 350.359961], [100.526305, 106.143470, 126.561248, 130.367622, 384.526655], [54.269067, 58.718783, 68.636978, 72.289518, 217.359269], [65.690445, 70.014238, 82.759771, 84.618897, 237.783403], [60.845285, 63.916243, 75.579472, 77.850629, 206.912820], [114.466811, 123.883558, 145.249540, 153.081642, 465.005882], [45.051132, 46.535121, 54.978070, 57.020930, 127.104067], [41.651737, 44.520117, 52.253051, 54.389722, 168.712694], [107.106369, 114.231920, 133.578315, 142.191000, 420.340897], [70.246060, 71.795898, 85.415479, 89.638455, 251.960144], [52.203666, 54.641583, 64.410566, 68.398306, 168.455055], [5.696083, 6.250412, 6.458967, 7.167449, 28.614075], [89.229012, 95.633676, 111.731468, 117.986632, 358.670413], [99.375848, 107.203317, 124.404558, 132.323387, 373.310834]]
### 10
fourier: [[127.549634, 136.873179, 160.662546, 169.754565, 502.393056], [41.081104, 42.760129, 50.719015, 52.194643, 147.796431], [133.825496, 144.506924, 169.656406, 179.558369, 555.032437], [72.783328, 77.989061, 91.074158, 97.774178, 297.179920], [73.056177, 77.355539, 90.921078, 95.340795, 286.691109], [111.246479, 118.300381, 138.548594, 146.005492, 431.827608], [87.740912, 93.047044, 109.702027, 114.547219, 340.534105], [87.748843, 90.639174, 107.258252, 110.226234, 320.743586], [126.248921, 135.825432, 159.316387, 168.295090, 497.778818], [134.004893, 143.784148, 169.375931, 177.514711, 531.960339], [164.693074, 178.604263, 209.636283, 222.651288, 675.041099], [95.476704, 98.725675, 116.458530, 119.979110, 338.957733], [135.717339, 147.134363, 172.115074, 183.888843, 563.114174], [60.508188, 65.598814, 76.581258, 81.723244, 218.720141], [19.322330, 20.136611, 23.781445, 25.695888, 75.310124]]
### 12
fourier: [[67.174426, 72.048576, 84.611562, 90.873436, 292.830029], [69.764959, 75.161969, 88.446687, 94.519116, 291.125769], [148.003344, 160.455054, 189.175914, 198.429940, 600.691820], [88.202165, 95.428508, 112.207507, 118.010362, 331.148828], [205.262599, 222.535658, 262.178055, 276.048630, 854.527581], [80.716011, 86.543045, 101.361386, 109.173852, 334.658207], [206.000799, 223.319206, 262.490841, 277.414906, 856.815612], [113.103876, 121.752680, 143.445139, 150.383860, 451.082009], [144.495119, 155.857602, 183.314200, 193.308279, 573.740055], [149.543742, 162.487105, 191.437517, 201.547821, 599.346709], [169.901302, 184.054929, 217.050467, 227.817016, 705.420366], [79.372710, 85.757412, 101.136983, 106.556167, 337.316662], [44.137410, 46.666918, 54.211714, 59.627611, 196.964177], [76.321292, 81.180989, 94.651644, 104.075573, 321.519071], [58.295442, 61.324759, 71.609637, 78.818647, 245.880386]]
### 14
fourier: [[37.309881, 40.579542, 47.595677, 51.305327, 120.735344], [132.743394, 143.370276, 168.995307, 177.610080, 549.914695], [60.010364, 64.150197, 75.118023, 81.287608, 255.423344], [116.518155, 126.547936, 149.027748, 157.342124, 460.119528], [185.215006, 200.033607, 235.346167, 249.424126, 790.009311], [64.935035, 70.218416, 82.671676, 87.051629, 266.754833], [177.646912, 192.412517, 226.592133, 238.724614, 753.014196], [81.291601, 88.185737, 103.715619, 110.006730, 318.056496], [54.725596, 59.078963, 69.511340, 73.354381, 235.490639], [233.742872, 252.798732, 297.603491, 314.157862, 984.013597], [71.680917, 77.872112, 91.725487, 96.742846, 313.761271], [231.428549, 250.143883, 294.118909, 311.869932, 957.507189], [156.829893, 169.805747, 200.271793, 210.708579, 668.324360], [130.767230, 141.810880, 167.526385, 174.838117, 547.664268], [64.111332, 69.441327, 81.938748, 85.753910, 276.623320]]
### 16
fourier: [[249.275947, 268.643306, 316.154864, 334.805691, 1041.741463]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6950615644454956, "train_acc": 0.495, "val_loss": 0.6853748559951782, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7020727097988129, "train_acc": 0.565, "val_loss": 0.6742210984230042, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6548234522342682, "train_acc": 0.565, "val_loss": 0.5514016151428223, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.4716489315032959, "train_acc": 0.62, "val_loss": 0.42404571175575256, "val_acc": 0.78}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5105746686458588, "train_acc": 0.83, "val_loss": 0.45468413829803467, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.3542780429124832, "train_acc": 0.84, "val_loss": 0.3629928529262543, "val_acc": 0.82}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.47710883617401123, "train_acc": 0.84, "val_loss": 0.4936293065547943, "val_acc": 0.72}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.45759235322475433, "train_acc": 0.79, "val_loss": 0.5444868803024292, "val_acc": 0.68}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.48855024576187134, "train_acc": 0.765, "val_loss": 0.5209470987319946, "val_acc": 0.68}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 0.6853748559951782, "final_val_loss": 0.5514016151428223, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.42404571175575256, "final_val_loss": 0.5209470987319946, "initial_val_acc": 0.78, "final_val_acc": 0.68, "best_val_acc": 0.82, "best_epoch": 5}, "improvement": 0.2599999999999999, "first_improvement_epoch": 2}}
|
9,978
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.62, "improved_accuracy": 0.92, "improvement": 0.30000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 5472, "learning_rate": 0.06319351253739579, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[20.126635, 23.183388, 26.557575, 32.894471, 75.997700], [22.962995, 23.523587, 24.119593, 27.477897, 95.675254], [27.780845, 29.174548, 31.051782, 36.399933, 62.797807], [13.465683, 13.939498, 14.236975, 19.498994, 31.436736], [14.402361, 14.683649, 15.915882, 17.754256, 18.933726], [28.906212, 31.858991, 35.009434, 36.621405, 166.973106], [22.571690, 23.989621, 25.885823, 29.003181, 29.757244], [19.993166, 25.640805, 27.915118, 30.076664, 145.329070], [13.283511, 13.420700, 15.154170, 16.918220, 36.872785], [26.376311, 27.017983, 27.212761, 28.224210, 244.620881], [20.198039, 20.397795, 20.640375, 21.161167, 26.279708], [25.565426, 27.650036, 34.209255, 35.024751, 105.751562], [28.544072, 30.156553, 31.392992, 32.983972, 61.528695]]
### 2
fourier: [[25.677537, 29.525256, 31.845920, 32.582426, 219.024866], [23.884997, 25.683345, 33.762301, 34.261704, 121.523564], [8.285417, 9.427753, 10.801952, 11.388773, 73.860121], [29.202258, 30.755185, 32.492305, 33.907459, 191.941259], [27.454117, 28.315713, 36.294449, 39.756953, 114.283465], [10.525876, 10.599247, 10.915749, 14.494876, 54.637831], [7.915943, 8.015181, 8.703636, 8.908984, 58.734042], [18.750852, 22.939972, 23.596936, 27.367055, 62.828859], [12.532217, 13.469867, 15.732804, 16.371781, 20.327124], [26.879346, 27.125469, 32.588741, 34.730152, 94.346109], [10.988040, 11.244264, 11.663254, 12.931742, 85.027160], [28.272405, 28.740017, 35.587890, 37.935949, 83.395702], [8.257847, 9.571035, 10.418551, 10.771795, 82.158768]]
### 4
fourier: [[7.389015, 7.512693, 9.595523, 10.819465, 20.709155], [8.296744, 10.176856, 10.861225, 12.125577, 71.194262], [32.334356, 33.664101, 44.347473, 49.340184, 167.322069], [1.862454, 1.889576, 2.109276, 2.580404, 30.555571], [15.121578, 15.445415, 20.144474, 21.866797, 105.719507], [15.243824, 15.814187, 20.727735, 21.384324, 92.204416], [25.018535, 26.093048, 34.938165, 39.352947, 118.506541], [11.743351, 12.348499, 17.334571, 18.270387, 84.016388], [12.040333, 13.984149, 17.131286, 17.164691, 75.177768], [14.054445, 14.084401, 20.220740, 22.532434, 82.714117], [7.699291, 8.275803, 8.992162, 9.701483, 10.763672], [31.555900, 31.589703, 44.494076, 49.115717, 147.795478], [17.269507, 18.087767, 24.711870, 26.513110, 85.860748]]
### 6
fourier: [[31.081740, 31.480131, 43.713593, 48.886050, 149.155664], [26.164440, 26.416727, 36.684483, 41.221349, 95.699813], [8.487757, 8.504693, 11.856981, 12.960079, 57.676472], [15.746375, 16.057827, 22.024435, 23.839915, 78.130536], [27.974413, 28.103665, 39.512610, 43.898304, 135.558428], [8.169277, 8.560183, 11.352930, 12.653965, 65.117041], [9.391885, 9.392614, 12.924707, 14.166365, 46.041567], [25.291431, 25.625959, 35.950041, 39.755306, 142.066634], [44.255129, 44.319336, 61.854927, 68.685600, 229.807278], [21.300224, 22.363082, 30.482569, 33.871630, 98.714067], [10.470102, 10.672484, 15.212681, 17.011582, 85.287897], [11.510920, 11.682513, 16.832766, 18.028107, 70.964548], [24.891127, 25.246971, 35.447704, 39.399966, 141.616106]]
### 8
fourier: [[47.200982, 47.215256, 65.949248, 73.768822, 225.258074], [10.469688, 10.483737, 14.589710, 16.484472, 66.383868], [20.250285, 20.550226, 28.350147, 31.941961, 98.301952], [34.174386, 34.178186, 47.879807, 53.268374, 179.471614], [10.740337, 10.796677, 14.985661, 17.033740, 61.534475], [19.933156, 20.105519, 27.727837, 31.290455, 110.274675], [3.999088, 4.053933, 5.555625, 6.192052, 41.910525], [5.758305, 5.770289, 8.058755, 8.861897, 55.970635], [9.739701, 9.752877, 13.512184, 15.201340, 69.756475], [35.406337, 35.407872, 49.426318, 55.416252, 176.910310], [57.825109, 57.972718, 80.759426, 90.490946, 298.290017], [40.721317, 40.770298, 57.112819, 63.581410, 197.717224], [19.321097, 19.396866, 27.001061, 30.220686, 108.187638]]
### 10
fourier: [[30.714445, 30.746634, 42.992804, 48.019893, 157.777686], [30.872599, 30.890376, 43.153798, 48.232054, 170.300152], [0.539426, 0.551367, 0.748735, 0.846316, 38.806375], [53.727899, 53.751017, 75.117307, 83.972032, 239.270058], [49.174021, 49.175323, 68.701700, 76.853921, 269.293270], [11.470376, 11.544887, 16.025976, 17.987134, 83.889638], [31.869708, 31.898273, 44.438258, 49.850673, 158.149982], [5.627845, 5.648975, 7.860364, 8.818953, 39.195681], [81.430850, 81.454270, 113.712622, 127.298912, 419.130322], [7.184324, 7.205405, 10.033176, 11.264082, 59.743371], [75.517077, 75.521264, 105.467215, 118.039159, 384.140277], [16.867012, 16.883422, 23.633812, 26.349788, 77.556412], [34.283698, 34.350297, 47.866748, 53.653024, 159.643673]]
### 12
fourier: [[66.435955, 66.517652, 92.798390, 103.888052, 345.669937], [57.702222, 57.751290, 80.602062, 90.218722, 301.178310], [27.941800, 27.968544, 39.074665, 43.655465, 161.865069], [13.348425, 13.364370, 18.676078, 20.873577, 70.227904], [119.265985, 119.355071, 166.582799, 186.467687, 612.076137], [16.744083, 16.773607, 23.426441, 26.187842, 79.377227], [42.101200, 42.248738, 58.799729, 65.899574, 216.094726], [17.040994, 17.104403, 23.793709, 26.673159, 102.912418], [14.358934, 14.440538, 20.049549, 22.490239, 64.637536], [81.706694, 81.813978, 114.125523, 127.771618, 414.502468], [12.187412, 12.196814, 17.014692, 19.055846, 67.710582], [49.782097, 49.851044, 69.531885, 77.850181, 276.272547], [15.324067, 15.387918, 21.394631, 23.990728, 99.555057]]
### 14
fourier: [[70.191547, 70.257072, 98.039417, 109.749271, 360.580173], [72.601345, 72.708949, 101.403313, 113.543268, 370.937968], [85.907592, 86.046957, 119.987065, 134.362407, 439.129219], [7.636051, 7.648757, 10.684114, 11.945155, 27.821158], [45.436957, 45.521012, 63.462513, 71.069563, 264.036066], [66.583506, 66.693219, 92.998419, 104.139931, 345.417971], [9.342084, 9.349045, 13.058853, 14.607607, 62.955974], [105.676634, 105.822005, 147.602329, 165.262749, 531.244983], [86.787567, 86.914854, 121.217492, 135.728278, 463.177638], [8.763985, 8.778520, 12.241211, 13.708271, 66.200998], [13.155820, 13.203251, 18.373246, 20.591380, 86.339548], [10.306966, 10.326634, 14.394759, 16.122804, 62.529093], [20.334314, 20.387481, 28.400290, 31.816496, 115.315615]]
### 16
fourier: [[85.479865, 85.592828, 119.405002, 133.671924, 459.116515], [64.158539, 64.299238, 89.572954, 100.379370, 346.568976], [22.130492, 22.132070, 30.938082, 34.582929, 123.239868], [45.963012, 46.010532, 64.215962, 71.864613, 248.448353], [31.818874, 31.873232, 44.434706, 49.769133, 196.061735], [18.409395, 18.453474, 25.699638, 28.805570, 71.276853], [46.468838, 46.503988, 64.931534, 72.644461, 243.411558], [56.558439, 56.624420, 79.011264, 88.437767, 310.701972], [11.880607, 11.917717, 16.575830, 18.597881, 69.257032], [76.534623, 76.624938, 106.914300, 119.675018, 393.284592], [83.307608, 83.432302, 116.356044, 130.288473, 422.841227], [24.640782, 24.705830, 34.391744, 38.561483, 129.696336], [9.306475, 9.313447, 13.004138, 14.548813, 73.408411]]
### 18
fourier: [[22.619341, 22.686207, 31.567066, 35.403324, 132.480729], [18.947528, 18.951888, 26.491764, 29.613415, 94.294466], [9.644772, 9.646357, 13.502270, 15.047095, 77.265061], [13.839221, 13.847407, 19.360013, 21.633276, 51.511196], [27.947209, 27.990299, 39.030806, 43.709749, 156.620543], [21.719094, 21.855798, 30.259920, 34.053557, 95.087809], [28.912989, 28.928676, 40.444403, 45.195151, 165.675262], [27.142950, 27.185573, 37.906745, 42.452676, 165.001316], [32.747056, 32.909059, 45.655627, 51.308191, 178.703296], [26.855653, 26.947933, 37.470280, 42.044364, 142.923919], [14.337176, 14.409180, 19.988042, 22.464389, 90.350268], [1.150860, 1.174049, 1.592682, 1.817269, 24.992056], [22.574032, 22.590935, 31.539315, 35.291359, 129.822148]]
### 20
fourier: [[15.133666, 15.278043, 21.050492, 23.768743, 65.743088]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[20.126635, 23.183388, 26.557575, 32.894471, 75.997700], [22.962995, 23.523587, 24.119593, 27.477897, 95.675254], [27.780845, 29.174548, 31.051782, 36.399933, 62.797807], [13.465683, 13.939498, 14.236975, 19.498994, 31.436736], [14.402361, 14.683649, 15.915882, 17.754256, 18.933726], [28.906212, 31.858991, 35.009434, 36.621405, 166.973106], [22.571690, 23.989621, 25.885823, 29.003181, 29.757244], [19.993166, 25.640805, 27.915118, 30.076664, 145.329070], [13.283511, 13.420700, 15.154170, 16.918220, 36.872785], [26.376311, 27.017983, 27.212761, 28.224210, 244.620881], [20.198039, 20.397795, 20.640375, 21.161167, 26.279708], [25.565426, 27.650036, 34.209255, 35.024751, 105.751562], [28.544072, 30.156553, 31.392992, 32.983972, 61.528695]]
### 2
fourier: [[25.677537, 29.525256, 31.845920, 32.582426, 219.024866], [23.884997, 25.683345, 33.762301, 34.261704, 121.523564], [8.285417, 9.427753, 10.801952, 11.388773, 73.860121], [29.202258, 30.755185, 32.492305, 33.907459, 191.941259], [27.454117, 28.315713, 36.294449, 39.756953, 114.283465], [10.525876, 10.599247, 10.915749, 14.494876, 54.637831], [7.915943, 8.015181, 8.703636, 8.908984, 58.734042], [18.750852, 22.939972, 23.596936, 27.367055, 62.828859], [12.532217, 13.469867, 15.732804, 16.371781, 20.327124], [26.879346, 27.125469, 32.588741, 34.730152, 94.346109], [10.988040, 11.244264, 11.663254, 12.931742, 85.027160], [28.272405, 28.740017, 35.587890, 37.935949, 83.395702], [8.257847, 9.571035, 10.418551, 10.771795, 82.158768]]
### 4
fourier: [[7.389015, 7.512693, 9.595523, 10.819465, 20.709155], [8.296744, 10.176856, 10.861225, 12.125577, 71.194262], [32.334356, 33.664101, 44.347473, 49.340184, 167.322069], [1.862454, 1.889576, 2.109276, 2.580404, 30.555571], [15.121578, 15.445415, 20.144474, 21.866797, 105.719507], [15.243824, 15.814187, 20.727735, 21.384324, 92.204416], [25.018535, 26.093048, 34.938165, 39.352947, 118.506541], [11.743351, 12.348499, 17.334571, 18.270387, 84.016388], [12.040333, 13.984149, 17.131286, 17.164691, 75.177768], [14.054445, 14.084401, 20.220740, 22.532434, 82.714117], [7.699291, 8.275803, 8.992162, 9.701483, 10.763672], [31.555900, 31.589703, 44.494076, 49.115717, 147.795478], [17.269507, 18.087767, 24.711870, 26.513110, 85.860748]]
### 6
fourier: [[31.081740, 31.480131, 43.713593, 48.886050, 149.155664], [26.164440, 26.416727, 36.684483, 41.221349, 95.699813], [8.487757, 8.504693, 11.856981, 12.960079, 57.676472], [15.746375, 16.057827, 22.024435, 23.839915, 78.130536], [27.974413, 28.103665, 39.512610, 43.898304, 135.558428], [8.169277, 8.560183, 11.352930, 12.653965, 65.117041], [9.391885, 9.392614, 12.924707, 14.166365, 46.041567], [25.291431, 25.625959, 35.950041, 39.755306, 142.066634], [44.255129, 44.319336, 61.854927, 68.685600, 229.807278], [21.300224, 22.363082, 30.482569, 33.871630, 98.714067], [10.470102, 10.672484, 15.212681, 17.011582, 85.287897], [11.510920, 11.682513, 16.832766, 18.028107, 70.964548], [24.891127, 25.246971, 35.447704, 39.399966, 141.616106]]
### 8
fourier: [[47.200982, 47.215256, 65.949248, 73.768822, 225.258074], [10.469688, 10.483737, 14.589710, 16.484472, 66.383868], [20.250285, 20.550226, 28.350147, 31.941961, 98.301952], [34.174386, 34.178186, 47.879807, 53.268374, 179.471614], [10.740337, 10.796677, 14.985661, 17.033740, 61.534475], [19.933156, 20.105519, 27.727837, 31.290455, 110.274675], [3.999088, 4.053933, 5.555625, 6.192052, 41.910525], [5.758305, 5.770289, 8.058755, 8.861897, 55.970635], [9.739701, 9.752877, 13.512184, 15.201340, 69.756475], [35.406337, 35.407872, 49.426318, 55.416252, 176.910310], [57.825109, 57.972718, 80.759426, 90.490946, 298.290017], [40.721317, 40.770298, 57.112819, 63.581410, 197.717224], [19.321097, 19.396866, 27.001061, 30.220686, 108.187638]]
### 10
fourier: [[30.714445, 30.746634, 42.992804, 48.019893, 157.777686], [30.872599, 30.890376, 43.153798, 48.232054, 170.300152], [0.539426, 0.551367, 0.748735, 0.846316, 38.806375], [53.727899, 53.751017, 75.117307, 83.972032, 239.270058], [49.174021, 49.175323, 68.701700, 76.853921, 269.293270], [11.470376, 11.544887, 16.025976, 17.987134, 83.889638], [31.869708, 31.898273, 44.438258, 49.850673, 158.149982], [5.627845, 5.648975, 7.860364, 8.818953, 39.195681], [81.430850, 81.454270, 113.712622, 127.298912, 419.130322], [7.184324, 7.205405, 10.033176, 11.264082, 59.743371], [75.517077, 75.521264, 105.467215, 118.039159, 384.140277], [16.867012, 16.883422, 23.633812, 26.349788, 77.556412], [34.283698, 34.350297, 47.866748, 53.653024, 159.643673]]
### 12
fourier: [[66.435955, 66.517652, 92.798390, 103.888052, 345.669937], [57.702222, 57.751290, 80.602062, 90.218722, 301.178310], [27.941800, 27.968544, 39.074665, 43.655465, 161.865069], [13.348425, 13.364370, 18.676078, 20.873577, 70.227904], [119.265985, 119.355071, 166.582799, 186.467687, 612.076137], [16.744083, 16.773607, 23.426441, 26.187842, 79.377227], [42.101200, 42.248738, 58.799729, 65.899574, 216.094726], [17.040994, 17.104403, 23.793709, 26.673159, 102.912418], [14.358934, 14.440538, 20.049549, 22.490239, 64.637536], [81.706694, 81.813978, 114.125523, 127.771618, 414.502468], [12.187412, 12.196814, 17.014692, 19.055846, 67.710582], [49.782097, 49.851044, 69.531885, 77.850181, 276.272547], [15.324067, 15.387918, 21.394631, 23.990728, 99.555057]]
### 14
fourier: [[70.191547, 70.257072, 98.039417, 109.749271, 360.580173], [72.601345, 72.708949, 101.403313, 113.543268, 370.937968], [85.907592, 86.046957, 119.987065, 134.362407, 439.129219], [7.636051, 7.648757, 10.684114, 11.945155, 27.821158], [45.436957, 45.521012, 63.462513, 71.069563, 264.036066], [66.583506, 66.693219, 92.998419, 104.139931, 345.417971], [9.342084, 9.349045, 13.058853, 14.607607, 62.955974], [105.676634, 105.822005, 147.602329, 165.262749, 531.244983], [86.787567, 86.914854, 121.217492, 135.728278, 463.177638], [8.763985, 8.778520, 12.241211, 13.708271, 66.200998], [13.155820, 13.203251, 18.373246, 20.591380, 86.339548], [10.306966, 10.326634, 14.394759, 16.122804, 62.529093], [20.334314, 20.387481, 28.400290, 31.816496, 115.315615]]
### 16
fourier: [[85.479865, 85.592828, 119.405002, 133.671924, 459.116515], [64.158539, 64.299238, 89.572954, 100.379370, 346.568976], [22.130492, 22.132070, 30.938082, 34.582929, 123.239868], [45.963012, 46.010532, 64.215962, 71.864613, 248.448353], [31.818874, 31.873232, 44.434706, 49.769133, 196.061735], [18.409395, 18.453474, 25.699638, 28.805570, 71.276853], [46.468838, 46.503988, 64.931534, 72.644461, 243.411558], [56.558439, 56.624420, 79.011264, 88.437767, 310.701972], [11.880607, 11.917717, 16.575830, 18.597881, 69.257032], [76.534623, 76.624938, 106.914300, 119.675018, 393.284592], [83.307608, 83.432302, 116.356044, 130.288473, 422.841227], [24.640782, 24.705830, 34.391744, 38.561483, 129.696336], [9.306475, 9.313447, 13.004138, 14.548813, 73.408411]]
### 18
fourier: [[22.619341, 22.686207, 31.567066, 35.403324, 132.480729], [18.947528, 18.951888, 26.491764, 29.613415, 94.294466], [9.644772, 9.646357, 13.502270, 15.047095, 77.265061], [13.839221, 13.847407, 19.360013, 21.633276, 51.511196], [27.947209, 27.990299, 39.030806, 43.709749, 156.620543], [21.719094, 21.855798, 30.259920, 34.053557, 95.087809], [28.912989, 28.928676, 40.444403, 45.195151, 165.675262], [27.142950, 27.185573, 37.906745, 42.452676, 165.001316], [32.747056, 32.909059, 45.655627, 51.308191, 178.703296], [26.855653, 26.947933, 37.470280, 42.044364, 142.923919], [14.337176, 14.409180, 19.988042, 22.464389, 90.350268], [1.150860, 1.174049, 1.592682, 1.817269, 24.992056], [22.574032, 22.590935, 31.539315, 35.291359, 129.822148]]
### 20
fourier: [[15.133666, 15.278043, 21.050492, 23.768743, 65.743088]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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{"fourier": [13.283511459188693, 13.420699897528184, 15.154170328126547, 16.918220461208872, 36.87278515100479]}, "9": {"fourier": [26.37631054328396, 27.01798295951797, 27.212761440453985, 28.22421012715934, 244.6208806335926]}, "10": {"fourier": [20.19803877985561, 20.39779501142843, 20.640375180408824, 21.16116654696107, 26.279707987596364]}, "11": {"fourier": [25.565425972352937, 27.650035865920746, 34.20925453726036, 35.02475137904081, 105.75156153738499]}, "12": {"fourier": [28.544071567590603, 30.156553029326535, 31.392992093053685, 32.983971507143934, 61.528694577515125]}}, "layer_info": {"num_neurons": 13, "num_examples": 90, "profile_methods": ["fourier"]}}, "2": {"neuron_profiles": {"0": {"fourier": [25.677536662954843, 29.52525568484444, 31.845920471380992, 32.58242641054371, 219.0248659849167]}, "1": {"fourier": [23.88499733783633, 25.683345027619765, 33.762300759093755, 34.261704126839874, 121.52356426417828]}, "2": {"fourier": [8.285417086733794, 9.427753084142592, 10.801951825097094, 11.388772550671646, 73.86012107133865]}, "3": {"fourier": [29.202257835549993, 30.755185418591353, 32.49230470362768, 33.907459131440426, 191.94125908613205]}, "4": {"fourier": [27.454116936273685, 28.315713002896405, 36.294448936076925, 39.75695327842163, 114.28346543386579]}, "5": {"fourier": [10.525876421169432, 10.599246876073607, 10.91574917962084, 14.494875741874859, 54.63783058524132]}, "6": {"fourier": [7.915942969071528, 8.015181238750769, 8.703636093976613, 8.908984433779535, 58.734042041003704]}, "7": {"fourier": [18.7508521331303, 22.939971747064018, 23.59693648955507, 27.367055097659527, 62.82885883748531]}, "8": {"fourier": [12.532216867928618, 13.469867341322987, 15.732804427335838, 16.37178078938147, 20.327123599126935]}, "9": {"fourier": [26.879345975639108, 27.125468816896426, 32.58874064128704, 34.73015151690636, 94.34610918909311]}, "10": {"fourier": [10.988039646185976, 11.244264083685852, 11.663253833563926, 12.931742096706037, 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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7017584145069122, "train_acc": 0.495, "val_loss": 0.6602747440338135, "val_acc": 0.62}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6704046726226807, "train_acc": 0.545, "val_loss": 0.5583354830741882, "val_acc": 0.62}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 1.7972766757011414, "train_acc": 0.47, "val_loss": 0.44927528500556946, "val_acc": 0.92}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.5788652300834656, "train_acc": 0.835, "val_loss": 0.7366690039634705, "val_acc": 0.38}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6888889968395233, "train_acc": 0.53, "val_loss": 0.7545042634010315, "val_acc": 0.38}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6989460587501526, "train_acc": 0.53, "val_loss": 0.7650085687637329, "val_acc": 0.38}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.6602747440338135, "final_val_loss": 0.5583354830741882, "initial_val_acc": 0.62, "final_val_acc": 0.62, "best_val_acc": 0.62}, "improved_stage": {"initial_val_loss": 0.44927528500556946, "final_val_loss": 0.7650085687637329, "initial_val_acc": 0.92, "final_val_acc": 0.38, "best_val_acc": 0.92, "best_epoch": 2}, "improvement": 0.30000000000000004, "first_improvement_epoch": 1}}
|
9,979
|
{"target_pattern": "contains_abc", "degraded_accuracy": 0.48, "improved_accuracy": 0.96, "improvement": 0.48, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 9610, "learning_rate": 0.021769520670852416, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "contains_abc", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["contains_abc"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.670456, 18.969766, 19.465722, 20.417219, 25.288465], [15.669582, 17.528377, 17.833554, 18.522050, 86.527493], [26.470265, 27.004323, 31.381973, 34.777800, 207.661490], [18.207952, 18.469398, 20.486980, 21.862300, 127.219355], [17.860554, 18.190266, 21.084244, 21.789458, 141.394323], [20.448182, 20.564278, 21.069485, 25.349296, 25.644851], [30.433630, 34.482382, 35.366733, 40.858907, 58.606360], [28.768461, 29.701390, 29.950235, 30.229210, 111.179320], [24.490186, 26.018738, 26.643117, 29.798465, 103.130725], [22.766175, 23.215515, 23.672661, 26.731515, 90.007938], [36.112689, 36.997729, 37.041312, 37.596523, 194.005588], [19.406527, 20.420418, 20.947081, 22.468199, 130.253005], [16.237068, 16.489542, 16.940649, 23.000231, 24.049863], [27.863866, 31.114501, 32.675779, 34.207562, 84.839903]]
### 2
fourier: [[33.939126, 35.486448, 37.716247, 38.575376, 126.232064], [17.032738, 18.696543, 18.718657, 19.707417, 67.951667], [20.343650, 20.931085, 21.102969, 22.613275, 48.634573], [43.253545, 46.004897, 49.107752, 49.571260, 194.212243], [16.141793, 16.739896, 16.872701, 18.292176, 29.443981], [11.595044, 12.133414, 12.508342, 14.940290, 15.066342], [44.583161, 45.208042, 47.705105, 48.726792, 207.581477], [29.038208, 30.380350, 33.447749, 39.083643, 114.015730], [27.033045, 29.065707, 32.205517, 32.356075, 74.385265], [8.012251, 8.358712, 8.506436, 9.851324, 81.976339], [39.667695, 39.982476, 42.915604, 45.040600, 183.943329], [17.268914, 18.502552, 19.058072, 19.514829, 113.404741], [34.248692, 34.834505, 36.742145, 39.003761, 123.420886], [28.993574, 29.498728, 30.250708, 33.410525, 116.139073]]
### 4
fourier: [[75.959622, 77.183526, 78.229027, 83.346639, 323.055590], [38.202540, 38.348869, 39.321700, 41.038728, 191.850015], [71.522996, 71.775653, 72.927078, 80.024433, 308.856388], [82.405001, 86.098682, 86.182194, 92.250469, 345.551265], [107.496991, 108.432872, 111.238873, 120.064246, 477.193668], [19.548474, 19.606651, 20.208353, 21.675015, 103.568099], [109.901536, 110.102305, 112.357163, 121.564063, 485.600942], [30.371398, 31.051011, 31.416664, 34.892462, 75.314310], [6.936415, 7.604687, 7.821024, 7.883103, 44.051449], [11.215036, 11.711394, 11.856961, 11.959776, 65.522405], [102.305084, 102.958192, 103.750321, 112.378025, 417.902799], [11.955041, 12.068458, 12.351588, 13.804030, 81.356286], [17.440486, 17.493758, 19.082888, 19.840964, 25.499217], [75.650303, 76.026797, 78.116283, 84.524304, 326.677142]]
### 6
fourier: [[9.610831, 10.864533, 11.976028, 12.920130, 12.928138], [27.386388, 28.326897, 28.821166, 30.208843, 139.135429], [17.692021, 17.693464, 17.784945, 19.460121, 80.729918], [49.570204, 50.349638, 50.687785, 56.830635, 204.613703], [20.219197, 20.462486, 20.568149, 23.088684, 105.647544], [191.596688, 192.596176, 196.543534, 211.571578, 812.536330], [207.612063, 207.884781, 212.928473, 230.996924, 864.230883], [181.765914, 182.161241, 186.480927, 201.518756, 752.375001], [7.652432, 7.807898, 8.086479, 8.974035, 41.371218], [164.306960, 164.308779, 168.268009, 182.335117, 665.964289], [155.916885, 155.936903, 160.203211, 173.108372, 634.659005], [242.335833, 242.479757, 248.089519, 268.545390, 998.708759], [156.227489, 156.604268, 160.084717, 174.537098, 655.331004], [33.901023, 33.984446, 34.210114, 37.930334, 164.050592]]
### 8
fourier: [[138.568982, 140.263120, 142.832961, 152.650521, 608.785260], [480.244732, 484.194209, 494.434984, 530.808886, 2008.745826], [129.096067, 130.796213, 132.992411, 142.052650, 567.457138], [8.498193, 8.564744, 8.571602, 9.312628, 54.975884], [58.087205, 58.659394, 60.122566, 64.226718, 267.858323], [44.791966, 45.087284, 46.195748, 49.487679, 201.945454], [69.605035, 70.195477, 71.521303, 78.269046, 277.271769], [399.594221, 402.923191, 411.651706, 441.622667, 1680.773842], [53.971796, 54.118274, 55.467034, 60.198254, 243.875907], [64.375272, 65.742501, 66.786304, 70.590441, 285.362719], [386.197615, 389.504450, 397.547516, 426.453886, 1614.238988], [374.246255, 377.781957, 385.841108, 413.543321, 1556.063988], [418.094924, 422.356402, 430.693681, 461.532393, 1752.379269], [347.753383, 351.288129, 358.424285, 383.702856, 1463.782895]]
### 10
fourier: [[56.726224, 57.141463, 58.392630, 62.747453, 241.903919], [216.530161, 218.570468, 223.166159, 239.248793, 904.237888], [577.429845, 584.063387, 595.663839, 637.390701, 2414.773260], [129.646981, 130.384682, 133.237362, 143.254471, 509.196674], [579.955141, 586.144126, 598.094576, 640.293234, 2430.181494], [623.402417, 630.355185, 643.024085, 688.112104, 2634.354760], [189.518311, 191.231845, 195.241930, 209.284372, 797.696987], [5.241373, 5.319098, 5.371790, 5.383321, 30.168933], [683.730804, 691.044629, 705.134704, 754.989105, 2874.218069], [108.974143, 110.063252, 112.419502, 120.475569, 476.380652], [856.203041, 865.476761, 882.909580, 945.160883, 3586.118656], [776.603980, 784.675096, 800.602694, 857.528110, 3266.607949], [99.556830, 101.193661, 103.094015, 109.858507, 388.754006], [147.253734, 148.757607, 151.834276, 162.593130, 625.600694]]
### 12
fourier: [[1104.091315, 1116.245489, 1138.816695, 1218.814627, 4613.434875], [814.962302, 823.787539, 840.548633, 899.723392, 3396.814964], [239.354829, 241.523228, 246.648268, 264.291721, 1015.630754], [144.145394, 145.457258, 148.586256, 159.203978, 620.641619], [81.842298, 82.755379, 84.439139, 90.409799, 353.236686], [275.652789, 278.248689, 284.009307, 304.393976, 1125.659865], [304.630352, 308.251048, 314.347833, 336.232677, 1312.638414], [409.839977, 414.767191, 422.933130, 452.413003, 1741.238970], [568.080434, 574.034043, 585.669038, 627.211354, 2372.624165], [344.228626, 348.134775, 355.036234, 379.976418, 1452.354937], [225.580237, 228.379305, 232.821698, 248.975450, 963.253591], [748.214455, 756.452721, 771.712164, 825.915004, 3149.007109], [1538.398705, 1554.872798, 1586.395057, 1698.379089, 6465.705291], [689.163304, 695.758090, 710.210946, 760.954758, 2881.859165]]
### 14
fourier: [[106.393897, 107.636799, 109.806761, 117.456511, 455.091079], [193.734861, 195.677981, 199.708151, 213.858630, 819.044004], [307.650747, 311.367414, 317.537821, 339.593943, 1300.511926], [634.562308, 641.849688, 654.734296, 700.451328, 2666.174546], [131.257181, 132.753195, 135.430758, 144.866844, 530.899232], [61.006893, 62.076355, 63.214707, 67.268535, 239.390888], [25.292476, 26.024833, 26.377386, 27.856391, 111.801732], [1451.588187, 1467.688059, 1497.383145, 1602.355297, 6077.694251], [279.020504, 283.041547, 288.493172, 307.846881, 1153.646669], [1032.038752, 1043.729072, 1064.750128, 1139.200417, 4303.580844], [959.378174, 969.514441, 989.294411, 1059.084176, 4023.432567], [421.166594, 426.080544, 434.630140, 464.909962, 1767.220324], [888.407249, 899.074941, 916.981685, 980.573774, 3737.704375], [412.881956, 418.052963, 426.302067, 455.683564, 1736.884502]]
### 16
fourier: [[1117.178338, 1130.644406, 1153.146705, 1232.980708, 4651.531114], [782.128592, 790.992921, 806.939112, 863.256865, 3262.429423], [207.811655, 211.121837, 215.002602, 229.248528, 839.224528], [840.895378, 850.730103, 867.802518, 928.121222, 3524.503996], [91.774287, 93.160830, 94.903588, 101.290848, 384.762944], [290.926378, 294.329838, 300.227327, 321.104350, 1240.697617], [240.359070, 243.451492, 248.274566, 265.260628, 1020.099928], [583.764989, 590.400835, 602.306491, 644.365899, 2434.633414], [362.831298, 367.303194, 374.561394, 400.459658, 1511.369939], [518.395373, 524.679959, 535.083511, 572.173741, 2171.711037], [200.224066, 202.704642, 206.687564, 220.971352, 866.379284], [284.740501, 288.321637, 294.018589, 314.225037, 1212.305541], [1172.209052, 1186.552262, 1210.107847, 1293.722782, 4878.879696], [737.112229, 745.848645, 760.787532, 813.526835, 3083.822042]]
### 18
fourier: [[1063.394229, 1077.062676, 1098.231212, 1173.497335, 4399.546122]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
contains_abc
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.670456, 18.969766, 19.465722, 20.417219, 25.288465], [15.669582, 17.528377, 17.833554, 18.522050, 86.527493], [26.470265, 27.004323, 31.381973, 34.777800, 207.661490], [18.207952, 18.469398, 20.486980, 21.862300, 127.219355], [17.860554, 18.190266, 21.084244, 21.789458, 141.394323], [20.448182, 20.564278, 21.069485, 25.349296, 25.644851], [30.433630, 34.482382, 35.366733, 40.858907, 58.606360], [28.768461, 29.701390, 29.950235, 30.229210, 111.179320], [24.490186, 26.018738, 26.643117, 29.798465, 103.130725], [22.766175, 23.215515, 23.672661, 26.731515, 90.007938], [36.112689, 36.997729, 37.041312, 37.596523, 194.005588], [19.406527, 20.420418, 20.947081, 22.468199, 130.253005], [16.237068, 16.489542, 16.940649, 23.000231, 24.049863], [27.863866, 31.114501, 32.675779, 34.207562, 84.839903]]
### 2
fourier: [[33.939126, 35.486448, 37.716247, 38.575376, 126.232064], [17.032738, 18.696543, 18.718657, 19.707417, 67.951667], [20.343650, 20.931085, 21.102969, 22.613275, 48.634573], [43.253545, 46.004897, 49.107752, 49.571260, 194.212243], [16.141793, 16.739896, 16.872701, 18.292176, 29.443981], [11.595044, 12.133414, 12.508342, 14.940290, 15.066342], [44.583161, 45.208042, 47.705105, 48.726792, 207.581477], [29.038208, 30.380350, 33.447749, 39.083643, 114.015730], [27.033045, 29.065707, 32.205517, 32.356075, 74.385265], [8.012251, 8.358712, 8.506436, 9.851324, 81.976339], [39.667695, 39.982476, 42.915604, 45.040600, 183.943329], [17.268914, 18.502552, 19.058072, 19.514829, 113.404741], [34.248692, 34.834505, 36.742145, 39.003761, 123.420886], [28.993574, 29.498728, 30.250708, 33.410525, 116.139073]]
### 4
fourier: [[75.959622, 77.183526, 78.229027, 83.346639, 323.055590], [38.202540, 38.348869, 39.321700, 41.038728, 191.850015], [71.522996, 71.775653, 72.927078, 80.024433, 308.856388], [82.405001, 86.098682, 86.182194, 92.250469, 345.551265], [107.496991, 108.432872, 111.238873, 120.064246, 477.193668], [19.548474, 19.606651, 20.208353, 21.675015, 103.568099], [109.901536, 110.102305, 112.357163, 121.564063, 485.600942], [30.371398, 31.051011, 31.416664, 34.892462, 75.314310], [6.936415, 7.604687, 7.821024, 7.883103, 44.051449], [11.215036, 11.711394, 11.856961, 11.959776, 65.522405], [102.305084, 102.958192, 103.750321, 112.378025, 417.902799], [11.955041, 12.068458, 12.351588, 13.804030, 81.356286], [17.440486, 17.493758, 19.082888, 19.840964, 25.499217], [75.650303, 76.026797, 78.116283, 84.524304, 326.677142]]
### 6
fourier: [[9.610831, 10.864533, 11.976028, 12.920130, 12.928138], [27.386388, 28.326897, 28.821166, 30.208843, 139.135429], [17.692021, 17.693464, 17.784945, 19.460121, 80.729918], [49.570204, 50.349638, 50.687785, 56.830635, 204.613703], [20.219197, 20.462486, 20.568149, 23.088684, 105.647544], [191.596688, 192.596176, 196.543534, 211.571578, 812.536330], [207.612063, 207.884781, 212.928473, 230.996924, 864.230883], [181.765914, 182.161241, 186.480927, 201.518756, 752.375001], [7.652432, 7.807898, 8.086479, 8.974035, 41.371218], [164.306960, 164.308779, 168.268009, 182.335117, 665.964289], [155.916885, 155.936903, 160.203211, 173.108372, 634.659005], [242.335833, 242.479757, 248.089519, 268.545390, 998.708759], [156.227489, 156.604268, 160.084717, 174.537098, 655.331004], [33.901023, 33.984446, 34.210114, 37.930334, 164.050592]]
### 8
fourier: [[138.568982, 140.263120, 142.832961, 152.650521, 608.785260], [480.244732, 484.194209, 494.434984, 530.808886, 2008.745826], [129.096067, 130.796213, 132.992411, 142.052650, 567.457138], [8.498193, 8.564744, 8.571602, 9.312628, 54.975884], [58.087205, 58.659394, 60.122566, 64.226718, 267.858323], [44.791966, 45.087284, 46.195748, 49.487679, 201.945454], [69.605035, 70.195477, 71.521303, 78.269046, 277.271769], [399.594221, 402.923191, 411.651706, 441.622667, 1680.773842], [53.971796, 54.118274, 55.467034, 60.198254, 243.875907], [64.375272, 65.742501, 66.786304, 70.590441, 285.362719], [386.197615, 389.504450, 397.547516, 426.453886, 1614.238988], [374.246255, 377.781957, 385.841108, 413.543321, 1556.063988], [418.094924, 422.356402, 430.693681, 461.532393, 1752.379269], [347.753383, 351.288129, 358.424285, 383.702856, 1463.782895]]
### 10
fourier: [[56.726224, 57.141463, 58.392630, 62.747453, 241.903919], [216.530161, 218.570468, 223.166159, 239.248793, 904.237888], [577.429845, 584.063387, 595.663839, 637.390701, 2414.773260], [129.646981, 130.384682, 133.237362, 143.254471, 509.196674], [579.955141, 586.144126, 598.094576, 640.293234, 2430.181494], [623.402417, 630.355185, 643.024085, 688.112104, 2634.354760], [189.518311, 191.231845, 195.241930, 209.284372, 797.696987], [5.241373, 5.319098, 5.371790, 5.383321, 30.168933], [683.730804, 691.044629, 705.134704, 754.989105, 2874.218069], [108.974143, 110.063252, 112.419502, 120.475569, 476.380652], [856.203041, 865.476761, 882.909580, 945.160883, 3586.118656], [776.603980, 784.675096, 800.602694, 857.528110, 3266.607949], [99.556830, 101.193661, 103.094015, 109.858507, 388.754006], [147.253734, 148.757607, 151.834276, 162.593130, 625.600694]]
### 12
fourier: [[1104.091315, 1116.245489, 1138.816695, 1218.814627, 4613.434875], [814.962302, 823.787539, 840.548633, 899.723392, 3396.814964], [239.354829, 241.523228, 246.648268, 264.291721, 1015.630754], [144.145394, 145.457258, 148.586256, 159.203978, 620.641619], [81.842298, 82.755379, 84.439139, 90.409799, 353.236686], [275.652789, 278.248689, 284.009307, 304.393976, 1125.659865], [304.630352, 308.251048, 314.347833, 336.232677, 1312.638414], [409.839977, 414.767191, 422.933130, 452.413003, 1741.238970], [568.080434, 574.034043, 585.669038, 627.211354, 2372.624165], [344.228626, 348.134775, 355.036234, 379.976418, 1452.354937], [225.580237, 228.379305, 232.821698, 248.975450, 963.253591], [748.214455, 756.452721, 771.712164, 825.915004, 3149.007109], [1538.398705, 1554.872798, 1586.395057, 1698.379089, 6465.705291], [689.163304, 695.758090, 710.210946, 760.954758, 2881.859165]]
### 14
fourier: [[106.393897, 107.636799, 109.806761, 117.456511, 455.091079], [193.734861, 195.677981, 199.708151, 213.858630, 819.044004], [307.650747, 311.367414, 317.537821, 339.593943, 1300.511926], [634.562308, 641.849688, 654.734296, 700.451328, 2666.174546], [131.257181, 132.753195, 135.430758, 144.866844, 530.899232], [61.006893, 62.076355, 63.214707, 67.268535, 239.390888], [25.292476, 26.024833, 26.377386, 27.856391, 111.801732], [1451.588187, 1467.688059, 1497.383145, 1602.355297, 6077.694251], [279.020504, 283.041547, 288.493172, 307.846881, 1153.646669], [1032.038752, 1043.729072, 1064.750128, 1139.200417, 4303.580844], [959.378174, 969.514441, 989.294411, 1059.084176, 4023.432567], [421.166594, 426.080544, 434.630140, 464.909962, 1767.220324], [888.407249, 899.074941, 916.981685, 980.573774, 3737.704375], [412.881956, 418.052963, 426.302067, 455.683564, 1736.884502]]
### 16
fourier: [[1117.178338, 1130.644406, 1153.146705, 1232.980708, 4651.531114], [782.128592, 790.992921, 806.939112, 863.256865, 3262.429423], [207.811655, 211.121837, 215.002602, 229.248528, 839.224528], [840.895378, 850.730103, 867.802518, 928.121222, 3524.503996], [91.774287, 93.160830, 94.903588, 101.290848, 384.762944], [290.926378, 294.329838, 300.227327, 321.104350, 1240.697617], [240.359070, 243.451492, 248.274566, 265.260628, 1020.099928], [583.764989, 590.400835, 602.306491, 644.365899, 2434.633414], [362.831298, 367.303194, 374.561394, 400.459658, 1511.369939], [518.395373, 524.679959, 535.083511, 572.173741, 2171.711037], [200.224066, 202.704642, 206.687564, 220.971352, 866.379284], [284.740501, 288.321637, 294.018589, 314.225037, 1212.305541], [1172.209052, 1186.552262, 1210.107847, 1293.722782, 4878.879696], [737.112229, 745.848645, 760.787532, 813.526835, 3083.822042]]
### 18
fourier: [[1063.394229, 1077.062676, 1098.231212, 1173.497335, 4399.546122]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
contains_abc
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7132887542247772, "train_acc": 0.425, "val_loss": 0.6922237277030945, "val_acc": 0.52}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6967488825321198, "train_acc": 0.425, "val_loss": 0.6915901303291321, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6733307838439941, "train_acc": 0.575, "val_loss": 0.6889967918395996, "val_acc": 0.48}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6301158666610718, "train_acc": 0.575, "val_loss": 0.7441887855529785, "val_acc": 0.48}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.5957096219062805, "train_acc": 0.575, "val_loss": 0.6415126323699951, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.5689155459403992, "train_acc": 0.505, "val_loss": 0.5848276019096375, "val_acc": 0.48}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.508461058139801, "train_acc": 0.505, "val_loss": 0.5283785462379456, "val_acc": 0.64}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.455170139670372, "train_acc": 0.755, "val_loss": 0.502708375453949, "val_acc": 0.86}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.42725907266139984, "train_acc": 0.915, "val_loss": 0.447102814912796, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.39561931788921356, "train_acc": 0.895, "val_loss": 0.41424331068992615, "val_acc": 0.88}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.3634175956249237, "train_acc": 0.925, "val_loss": 0.4167810082435608, "val_acc": 0.88}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.3473799228668213, "train_acc": 0.925, "val_loss": 0.36246535181999207, "val_acc": 0.94}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.336218997836113, "train_acc": 0.935, "val_loss": 0.33290180563926697, "val_acc": 0.94}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.2976175397634506, "train_acc": 0.95, "val_loss": 0.31427285075187683, "val_acc": 0.96}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.2936582863330841, "train_acc": 0.945, "val_loss": 0.33084896206855774, "val_acc": 0.92}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["contains_abc"], "degraded_stage": {"initial_val_loss": 0.6922237277030945, "final_val_loss": 0.6415126323699951, "initial_val_acc": 0.52, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.5848276019096375, "final_val_loss": 0.33084896206855774, "initial_val_acc": 0.48, "final_val_acc": 0.92, "best_val_acc": 0.96, "best_epoch": 13}, "improvement": 0.48, "first_improvement_epoch": 4}}
|
9,980
|
{"target_pattern": "ends_with", "degraded_accuracy": 0.5, "improved_accuracy": 0.92, "improvement": 0.42000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2508, "learning_rate": 0.04059850970225065, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "ends_with", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["ends_with"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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],
[
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[
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## Activation Signature
### 0
fourier: [[26.960501, 35.061321, 38.405528, 40.707332, 121.834345], [37.904616, 40.616650, 42.651251, 51.463836, 86.949090], [25.139585, 25.430299, 25.619346, 26.671750, 171.917874], [26.493685, 27.821972, 28.287456, 28.463638, 241.733511], [27.538716, 27.985663, 31.250398, 32.961077, 34.916370], [27.240063, 31.542157, 31.854231, 37.766666, 187.086741], [25.356998, 27.681110, 35.456098, 37.901182, 90.871856], [26.231282, 28.394104, 29.140341, 29.569289, 30.305841], [26.521316, 29.438648, 33.351155, 36.202547, 109.714858], [35.376745, 35.533563, 38.494029, 41.800584, 77.090929], [27.010106, 27.703294, 28.542940, 33.318224, 143.066072], [21.689348, 21.976999, 22.987962, 29.704348, 32.829506], [23.743202, 24.635884, 25.307487, 27.393372, 83.769574]]
### 2
fourier: [[30.069814, 30.428856, 39.029770, 51.898972, 245.014597], [24.929858, 25.809452, 29.564314, 30.373805, 32.487452], [57.555938, 58.380590, 60.819238, 63.673740, 77.977602], [26.272191, 32.274973, 32.294468, 37.888852, 297.627603], [12.494225, 12.992526, 13.025176, 17.650141, 197.067830], [55.321009, 56.141197, 64.759903, 71.156153, 115.340560], [11.831455, 13.707050, 14.790106, 14.814976, 120.059902], [53.667295, 60.987908, 68.855258, 77.100759, 218.821670], [52.506269, 55.666494, 69.957667, 81.283343, 367.820672], [65.992332, 69.674132, 88.436566, 104.754801, 338.363383], [63.417488, 68.167224, 71.607964, 81.809674, 105.531447], [16.995313, 17.030645, 18.218602, 19.640116, 132.573622], [57.190045, 62.035050, 69.891502, 80.348198, 164.996099]]
### 4
fourier: [[12.305322, 12.369638, 12.931778, 15.084980, 113.925159], [15.483213, 16.622324, 16.813039, 18.750309, 151.331456], [16.310221, 16.702072, 18.383093, 22.212098, 140.224912], [51.799650, 53.928775, 72.379446, 86.777459, 348.273202], [77.913234, 79.440863, 106.279085, 125.494865, 458.353732], [23.749313, 28.508221, 29.365743, 35.419187, 190.810401], [49.545820, 50.054567, 64.819009, 81.090406, 280.769365], [43.932658, 45.265180, 60.413995, 73.049005, 283.958323], [120.518898, 123.432346, 166.973358, 203.074656, 702.064238], [10.555399, 10.725187, 11.665355, 12.175642, 14.457468], [41.710569, 46.598196, 50.288259, 52.794598, 57.406803], [50.541751, 62.543874, 64.374899, 64.510341, 66.903927], [43.514862, 45.986591, 47.643296, 52.341448, 67.715847]]
### 6
fourier: [[15.221262, 15.387994, 21.092570, 25.681021, 119.344836], [28.762317, 30.272361, 31.861211, 37.333650, 242.102380], [22.107876, 22.444827, 25.501722, 32.332876, 164.862469], [30.128635, 32.086549, 33.468683, 34.227015, 58.094383], [113.531485, 118.614650, 140.504559, 162.674970, 474.368177], [139.930215, 148.193648, 184.626855, 219.523102, 646.499691], [58.419662, 59.002772, 81.475953, 98.532461, 386.679008], [25.988879, 26.762675, 28.244493, 36.288781, 222.623630], [23.953418, 24.465472, 30.489399, 37.749575, 233.705520], [29.042284, 29.635221, 31.452382, 39.590043, 251.277110], [82.165880, 83.420280, 115.223791, 140.023854, 516.008615], [31.320394, 33.356646, 39.570196, 39.961257, 80.115760], [91.689708, 97.792371, 116.334533, 135.658283, 376.876133]]
### 8
fourier: [[51.283178, 51.394846, 70.872478, 87.191356, 324.805543], [53.783105, 54.862395, 76.485715, 95.172413, 354.063751], [88.880465, 91.433248, 114.458308, 136.822809, 393.770204], [32.446586, 33.742057, 35.328074, 38.903991, 49.982503], [48.834849, 49.408708, 52.582503, 57.689496, 61.770709], [66.185112, 69.412037, 88.439037, 107.001798, 308.165776], [17.316457, 17.711128, 23.454280, 29.175841, 148.064434], [122.432383, 125.172245, 161.128122, 193.827953, 565.490852], [40.393155, 44.029817, 51.542513, 61.232410, 153.735832], [13.015671, 13.883902, 16.417837, 20.870522, 112.000104], [66.746221, 68.603749, 82.703370, 97.438027, 263.131520], [117.786741, 121.418738, 153.275294, 183.800298, 536.844533], [74.445703, 75.426409, 97.970313, 117.780641, 295.901293]]
### 10
fourier: [[109.947506, 112.876524, 153.978495, 191.138163, 631.029620], [16.623762, 20.186105, 20.617012, 25.149973, 174.912398], [127.354367, 134.344370, 169.951143, 206.925282, 624.614785], [105.585897, 110.771071, 134.184071, 160.799260, 425.611733], [11.951808, 12.202911, 16.372396, 19.988591, 84.613499], [91.769427, 94.984112, 109.747706, 129.120272, 306.510270], [56.008543, 57.878579, 77.958644, 96.459253, 330.721644], [27.197839, 29.339549, 37.283923, 47.258980, 205.835933], [95.313879, 96.041668, 134.284547, 167.349034, 574.591315], [16.087100, 18.541785, 19.635118, 21.952003, 146.682087], [80.656893, 85.826890, 105.771756, 127.972947, 364.011801], [62.087825, 63.265759, 89.144038, 111.877580, 402.889678], [24.823126, 25.632840, 30.646971, 30.881378, 60.002718]]
### 12
fourier: [[94.036420, 99.357697, 118.951342, 142.656003, 412.374775], [42.446136, 43.335129, 61.027368, 76.751342, 286.577416], [11.701617, 14.267893, 14.547050, 18.475019, 92.398656], [57.198798, 60.415172, 71.480343, 85.419587, 233.750391], [29.927599, 33.722646, 39.966737, 51.049389, 212.431346], [42.594482, 45.537364, 55.600749, 67.371549, 197.752829], [13.867474, 16.853919, 17.258939, 21.776265, 139.732991], [35.286110, 36.768209, 50.703891, 64.158949, 251.612554], [29.303855, 30.785806, 36.046617, 42.894952, 111.640120], [104.373833, 109.070659, 127.263090, 150.729843, 368.046097], [42.573392, 44.205345, 58.606532, 72.670455, 238.769137], [2.988310, 3.387243, 3.603316, 3.717685, 36.698755], [17.068278, 17.413564, 17.490735, 17.674950, 27.965767]]
### 14
fourier: [[40.111883, 42.046173, 55.213662, 69.088039, 243.533982], [49.185206, 51.026622, 69.060300, 86.986425, 305.104320], [41.820063, 43.721105, 48.066494, 55.794757, 161.531438], [32.865825, 34.223048, 37.307693, 43.039428, 93.993079], [34.322346, 36.173775, 46.614203, 57.802442, 206.270828], [48.945685, 50.919411, 68.201266, 85.556793, 316.947924], [41.890165, 44.172952, 49.224071, 57.728397, 140.559817], [53.044037, 57.187827, 68.315138, 82.711711, 249.188100], [28.997711, 30.006259, 40.853957, 51.455912, 187.010984], [25.500861, 26.924323, 31.233380, 37.120150, 94.295264], [12.572400, 13.477439, 17.657313, 22.826407, 119.265436], [36.299568, 37.636091, 51.096590, 64.490864, 226.963151], [22.583769, 23.054243, 32.286391, 40.975101, 173.910392]]
### 16
fourier: [[28.808105, 31.252685, 34.838471, 41.383130, 100.708702]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
ends_with
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[26.960501, 35.061321, 38.405528, 40.707332, 121.834345], [37.904616, 40.616650, 42.651251, 51.463836, 86.949090], [25.139585, 25.430299, 25.619346, 26.671750, 171.917874], [26.493685, 27.821972, 28.287456, 28.463638, 241.733511], [27.538716, 27.985663, 31.250398, 32.961077, 34.916370], [27.240063, 31.542157, 31.854231, 37.766666, 187.086741], [25.356998, 27.681110, 35.456098, 37.901182, 90.871856], [26.231282, 28.394104, 29.140341, 29.569289, 30.305841], [26.521316, 29.438648, 33.351155, 36.202547, 109.714858], [35.376745, 35.533563, 38.494029, 41.800584, 77.090929], [27.010106, 27.703294, 28.542940, 33.318224, 143.066072], [21.689348, 21.976999, 22.987962, 29.704348, 32.829506], [23.743202, 24.635884, 25.307487, 27.393372, 83.769574]]
### 2
fourier: [[30.069814, 30.428856, 39.029770, 51.898972, 245.014597], [24.929858, 25.809452, 29.564314, 30.373805, 32.487452], [57.555938, 58.380590, 60.819238, 63.673740, 77.977602], [26.272191, 32.274973, 32.294468, 37.888852, 297.627603], [12.494225, 12.992526, 13.025176, 17.650141, 197.067830], [55.321009, 56.141197, 64.759903, 71.156153, 115.340560], [11.831455, 13.707050, 14.790106, 14.814976, 120.059902], [53.667295, 60.987908, 68.855258, 77.100759, 218.821670], [52.506269, 55.666494, 69.957667, 81.283343, 367.820672], [65.992332, 69.674132, 88.436566, 104.754801, 338.363383], [63.417488, 68.167224, 71.607964, 81.809674, 105.531447], [16.995313, 17.030645, 18.218602, 19.640116, 132.573622], [57.190045, 62.035050, 69.891502, 80.348198, 164.996099]]
### 4
fourier: [[12.305322, 12.369638, 12.931778, 15.084980, 113.925159], [15.483213, 16.622324, 16.813039, 18.750309, 151.331456], [16.310221, 16.702072, 18.383093, 22.212098, 140.224912], [51.799650, 53.928775, 72.379446, 86.777459, 348.273202], [77.913234, 79.440863, 106.279085, 125.494865, 458.353732], [23.749313, 28.508221, 29.365743, 35.419187, 190.810401], [49.545820, 50.054567, 64.819009, 81.090406, 280.769365], [43.932658, 45.265180, 60.413995, 73.049005, 283.958323], [120.518898, 123.432346, 166.973358, 203.074656, 702.064238], [10.555399, 10.725187, 11.665355, 12.175642, 14.457468], [41.710569, 46.598196, 50.288259, 52.794598, 57.406803], [50.541751, 62.543874, 64.374899, 64.510341, 66.903927], [43.514862, 45.986591, 47.643296, 52.341448, 67.715847]]
### 6
fourier: [[15.221262, 15.387994, 21.092570, 25.681021, 119.344836], [28.762317, 30.272361, 31.861211, 37.333650, 242.102380], [22.107876, 22.444827, 25.501722, 32.332876, 164.862469], [30.128635, 32.086549, 33.468683, 34.227015, 58.094383], [113.531485, 118.614650, 140.504559, 162.674970, 474.368177], [139.930215, 148.193648, 184.626855, 219.523102, 646.499691], [58.419662, 59.002772, 81.475953, 98.532461, 386.679008], [25.988879, 26.762675, 28.244493, 36.288781, 222.623630], [23.953418, 24.465472, 30.489399, 37.749575, 233.705520], [29.042284, 29.635221, 31.452382, 39.590043, 251.277110], [82.165880, 83.420280, 115.223791, 140.023854, 516.008615], [31.320394, 33.356646, 39.570196, 39.961257, 80.115760], [91.689708, 97.792371, 116.334533, 135.658283, 376.876133]]
### 8
fourier: [[51.283178, 51.394846, 70.872478, 87.191356, 324.805543], [53.783105, 54.862395, 76.485715, 95.172413, 354.063751], [88.880465, 91.433248, 114.458308, 136.822809, 393.770204], [32.446586, 33.742057, 35.328074, 38.903991, 49.982503], [48.834849, 49.408708, 52.582503, 57.689496, 61.770709], [66.185112, 69.412037, 88.439037, 107.001798, 308.165776], [17.316457, 17.711128, 23.454280, 29.175841, 148.064434], [122.432383, 125.172245, 161.128122, 193.827953, 565.490852], [40.393155, 44.029817, 51.542513, 61.232410, 153.735832], [13.015671, 13.883902, 16.417837, 20.870522, 112.000104], [66.746221, 68.603749, 82.703370, 97.438027, 263.131520], [117.786741, 121.418738, 153.275294, 183.800298, 536.844533], [74.445703, 75.426409, 97.970313, 117.780641, 295.901293]]
### 10
fourier: [[109.947506, 112.876524, 153.978495, 191.138163, 631.029620], [16.623762, 20.186105, 20.617012, 25.149973, 174.912398], [127.354367, 134.344370, 169.951143, 206.925282, 624.614785], [105.585897, 110.771071, 134.184071, 160.799260, 425.611733], [11.951808, 12.202911, 16.372396, 19.988591, 84.613499], [91.769427, 94.984112, 109.747706, 129.120272, 306.510270], [56.008543, 57.878579, 77.958644, 96.459253, 330.721644], [27.197839, 29.339549, 37.283923, 47.258980, 205.835933], [95.313879, 96.041668, 134.284547, 167.349034, 574.591315], [16.087100, 18.541785, 19.635118, 21.952003, 146.682087], [80.656893, 85.826890, 105.771756, 127.972947, 364.011801], [62.087825, 63.265759, 89.144038, 111.877580, 402.889678], [24.823126, 25.632840, 30.646971, 30.881378, 60.002718]]
### 12
fourier: [[94.036420, 99.357697, 118.951342, 142.656003, 412.374775], [42.446136, 43.335129, 61.027368, 76.751342, 286.577416], [11.701617, 14.267893, 14.547050, 18.475019, 92.398656], [57.198798, 60.415172, 71.480343, 85.419587, 233.750391], [29.927599, 33.722646, 39.966737, 51.049389, 212.431346], [42.594482, 45.537364, 55.600749, 67.371549, 197.752829], [13.867474, 16.853919, 17.258939, 21.776265, 139.732991], [35.286110, 36.768209, 50.703891, 64.158949, 251.612554], [29.303855, 30.785806, 36.046617, 42.894952, 111.640120], [104.373833, 109.070659, 127.263090, 150.729843, 368.046097], [42.573392, 44.205345, 58.606532, 72.670455, 238.769137], [2.988310, 3.387243, 3.603316, 3.717685, 36.698755], [17.068278, 17.413564, 17.490735, 17.674950, 27.965767]]
### 14
fourier: [[40.111883, 42.046173, 55.213662, 69.088039, 243.533982], [49.185206, 51.026622, 69.060300, 86.986425, 305.104320], [41.820063, 43.721105, 48.066494, 55.794757, 161.531438], [32.865825, 34.223048, 37.307693, 43.039428, 93.993079], [34.322346, 36.173775, 46.614203, 57.802442, 206.270828], [48.945685, 50.919411, 68.201266, 85.556793, 316.947924], [41.890165, 44.172952, 49.224071, 57.728397, 140.559817], [53.044037, 57.187827, 68.315138, 82.711711, 249.188100], [28.997711, 30.006259, 40.853957, 51.455912, 187.010984], [25.500861, 26.924323, 31.233380, 37.120150, 94.295264], [12.572400, 13.477439, 17.657313, 22.826407, 119.265436], [36.299568, 37.636091, 51.096590, 64.490864, 226.963151], [22.583769, 23.054243, 32.286391, 40.975101, 173.910392]]
### 16
fourier: [[28.808105, 31.252685, 34.838471, 41.383130, 100.708702]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
ends_with
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.691686362028122, "train_acc": 0.53, "val_loss": 0.7090175151824951, "val_acc": 0.5}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6842620968818665, "train_acc": 0.57, "val_loss": 0.7251320481300354, "val_acc": 0.5}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.688735693693161, "train_acc": 0.57, "val_loss": 0.7062530517578125, "val_acc": 0.5}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6760461032390594, "train_acc": 0.57, "val_loss": 0.6822364926338196, "val_acc": 0.5}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6550123989582062, "train_acc": 0.57, "val_loss": 0.6138654351234436, "val_acc": 0.5}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.8890059888362885, "train_acc": 0.5, "val_loss": 0.5789764523506165, "val_acc": 0.66}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5740061402320862, "train_acc": 0.765, "val_loss": 0.5701948404312134, "val_acc": 0.74}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.5698114335536957, "train_acc": 0.75, "val_loss": 0.6006937026977539, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.5964241623878479, "train_acc": 0.735, "val_loss": 0.5340516567230225, "val_acc": 0.78}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.5336264371871948, "train_acc": 0.805, "val_loss": 0.4991236925125122, "val_acc": 0.9}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.5091455280780792, "train_acc": 0.78, "val_loss": 0.42118027806282043, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.41719284653663635, "train_acc": 0.845, "val_loss": 0.3173808753490448, "val_acc": 0.92}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.32944659888744354, "train_acc": 0.89, "val_loss": 0.30306410789489746, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.37738974392414093, "train_acc": 0.89, "val_loss": 0.2642762362957001, "val_acc": 0.9}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.3578187972307205, "train_acc": 0.875, "val_loss": 0.24709485471248627, "val_acc": 0.92}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["ends_with"], "degraded_stage": {"initial_val_loss": 0.7090175151824951, "final_val_loss": 0.6138654351234436, "initial_val_acc": 0.5, "final_val_acc": 0.5, "best_val_acc": 0.5}, "improved_stage": {"initial_val_loss": 0.5789764523506165, "final_val_loss": 0.24709485471248627, "initial_val_acc": 0.66, "final_val_acc": 0.92, "best_val_acc": 0.92, "best_epoch": 11}, "improvement": 0.42000000000000004, "first_improvement_epoch": 4}}
|
9,981
|
{"target_pattern": "no_repeats", "degraded_accuracy": 0.48, "improved_accuracy": 0.92, "improvement": 0.44000000000000006, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2537, "learning_rate": 0.014160260610697518, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "no_repeats", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["no_repeats"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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[
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## Activation Signature
### 0
fourier: [[18.674206, 19.047797, 19.585772, 19.956661, 95.668841], [34.306965, 35.040061, 35.606958, 42.367819, 106.942491], [21.946513, 22.010951, 24.467628, 27.152180, 28.114840], [22.178327, 25.089913, 25.626797, 26.420891, 176.008082], [19.290926, 20.656908, 21.446231, 23.963336, 78.643086], [15.792790, 15.902288, 16.980584, 19.972342, 21.241607], [20.240206, 21.667634, 23.790859, 25.205827, 61.547944], [21.613802, 22.208593, 22.436458, 23.749048, 91.388190], [25.259875, 27.232353, 27.796286, 28.465965, 35.061960], [27.461642, 27.489614, 28.861370, 32.573297, 118.134914]]
### 2
fourier: [[18.713071, 18.758523, 19.637337, 21.747941, 71.513717], [13.204207, 13.259480, 14.076031, 16.944684, 41.800932], [10.446323, 11.373625, 11.870901, 13.453881, 47.705037], [6.689907, 7.170080, 7.491283, 8.826646, 74.793984], [12.920549, 13.243778, 13.545067, 18.081470, 66.001722], [7.064023, 7.866226, 7.905221, 9.032938, 38.698056], [22.381963, 22.978843, 24.813506, 26.055800, 83.634004], [19.519850, 20.711365, 20.711653, 22.153428, 55.499187], [6.864518, 7.699071, 8.272816, 8.995577, 55.359173], [20.941332, 21.709675, 22.370172, 22.632108, 47.283712]]
### 4
fourier: [[7.848397, 7.878144, 8.593375, 9.012620, 44.734275], [14.569343, 16.635199, 17.988795, 20.941692, 21.298705], [16.293945, 17.663684, 18.324898, 19.090640, 88.809866], [16.509039, 17.504219, 18.971366, 19.492033, 45.800008], [10.888060, 11.638118, 11.896960, 12.685707, 28.447875], [14.232370, 15.868386, 17.588062, 18.105707, 18.752950], [16.989812, 17.516278, 18.369925, 21.087761, 23.694114], [3.476003, 3.487459, 3.524278, 4.531769, 33.608633], [14.615337, 17.554386, 20.117740, 21.373985, 23.795981], [12.206258, 12.377342, 12.755223, 12.827040, 68.870886]]
### 6
fourier: [[10.506300, 11.345640, 13.166664, 13.764083, 13.783993], [12.482647, 12.929378, 13.527576, 14.084383, 17.680443], [13.913460, 14.963098, 15.206826, 15.607849, 29.034630], [4.276388, 4.411569, 4.593371, 4.790515, 35.783986], [12.099730, 13.469882, 13.547678, 14.042239, 43.576647], [16.937889, 17.223747, 18.217234, 18.561281, 47.501858], [17.334930, 17.490188, 17.556388, 18.354142, 97.769455], [3.948268, 4.142552, 4.463480, 5.189578, 10.099297], [23.596926, 23.610400, 23.677239, 24.408295, 118.364884], [17.379389, 18.007630, 18.015468, 18.482143, 100.029909]]
### 8
fourier: [[27.042449, 27.070435, 27.312979, 28.582565, 147.531197], [27.979475, 28.247239, 29.188911, 29.418432, 103.751985], [19.453483, 19.705766, 20.087813, 20.425493, 125.619227], [14.833740, 14.942847, 15.063369, 15.669190, 61.958045], [16.997537, 17.105375, 18.267440, 19.766941, 41.276919], [11.886878, 12.047837, 13.208289, 14.459846, 36.011962], [12.261498, 12.457225, 12.736910, 13.668779, 50.562515], [13.081574, 13.285750, 14.090927, 15.297643, 82.120456], [15.015825, 15.148521, 15.440166, 15.926648, 71.916509], [23.308483, 23.443298, 23.550845, 24.622414, 117.452763]]
### 10
fourier: [[9.341072, 9.487023, 10.169951, 10.646526, 88.929121], [17.481346, 18.061346, 18.205773, 19.402177, 117.454671], [17.020443, 17.846739, 18.663473, 21.286888, 69.371928], [19.668351, 19.810883, 20.128696, 21.327152, 109.873452], [33.955673, 34.033591, 34.460059, 36.821186, 201.983309], [17.602252, 18.055455, 18.959457, 21.831282, 77.098624], [13.828691, 14.628227, 15.307513, 17.515363, 71.740445], [17.257079, 17.853424, 17.969531, 19.271758, 93.072255], [14.006285, 14.326279, 15.231756, 16.530527, 99.009440], [28.457470, 29.209103, 30.364919, 33.176101, 179.631360]]
### 12
fourier: [[15.545953, 15.756176, 16.827922, 17.701864, 141.926787], [15.066067, 15.893305, 16.974741, 18.844769, 101.221443], [12.027869, 12.187960, 12.378611, 12.765633, 66.635993], [26.002713, 26.464812, 27.830486, 29.780298, 194.298043], [26.542277, 28.205919, 29.794729, 33.369265, 151.109031], [43.034297, 43.890640, 44.246287, 45.754030, 295.492868], [10.396189, 10.632527, 10.812391, 12.772766, 61.158891], [22.022123, 23.270255, 24.320860, 27.171168, 152.467940], [34.473948, 34.534561, 35.774402, 37.658187, 262.064104], [31.886027, 33.673178, 35.464478, 39.599439, 244.864062]]
### 14
fourier: [[41.811653, 41.896822, 43.575113, 45.119676, 305.397652], [40.971773, 41.740908, 43.458847, 46.256101, 299.143332], [54.590657, 55.098335, 56.979166, 58.560570, 416.480930], [60.228842, 61.066845, 62.642109, 63.969559, 464.358699], [72.341272, 74.024206, 75.330609, 76.153392, 554.769341], [47.762731, 48.589537, 49.475163, 50.360959, 366.222185], [13.810682, 14.780198, 15.781566, 17.468250, 125.648232], [41.546895, 41.577500, 43.006899, 44.836816, 299.154826], [72.290415, 72.438899, 75.514529, 78.278321, 553.158152], [55.485048, 56.012817, 58.667217, 61.488635, 447.919078]]
### 16
fourier: [[112.596478, 113.517549, 117.515628, 121.114645, 887.101777]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
no_repeats
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[18.674206, 19.047797, 19.585772, 19.956661, 95.668841], [34.306965, 35.040061, 35.606958, 42.367819, 106.942491], [21.946513, 22.010951, 24.467628, 27.152180, 28.114840], [22.178327, 25.089913, 25.626797, 26.420891, 176.008082], [19.290926, 20.656908, 21.446231, 23.963336, 78.643086], [15.792790, 15.902288, 16.980584, 19.972342, 21.241607], [20.240206, 21.667634, 23.790859, 25.205827, 61.547944], [21.613802, 22.208593, 22.436458, 23.749048, 91.388190], [25.259875, 27.232353, 27.796286, 28.465965, 35.061960], [27.461642, 27.489614, 28.861370, 32.573297, 118.134914]]
### 2
fourier: [[18.713071, 18.758523, 19.637337, 21.747941, 71.513717], [13.204207, 13.259480, 14.076031, 16.944684, 41.800932], [10.446323, 11.373625, 11.870901, 13.453881, 47.705037], [6.689907, 7.170080, 7.491283, 8.826646, 74.793984], [12.920549, 13.243778, 13.545067, 18.081470, 66.001722], [7.064023, 7.866226, 7.905221, 9.032938, 38.698056], [22.381963, 22.978843, 24.813506, 26.055800, 83.634004], [19.519850, 20.711365, 20.711653, 22.153428, 55.499187], [6.864518, 7.699071, 8.272816, 8.995577, 55.359173], [20.941332, 21.709675, 22.370172, 22.632108, 47.283712]]
### 4
fourier: [[7.848397, 7.878144, 8.593375, 9.012620, 44.734275], [14.569343, 16.635199, 17.988795, 20.941692, 21.298705], [16.293945, 17.663684, 18.324898, 19.090640, 88.809866], [16.509039, 17.504219, 18.971366, 19.492033, 45.800008], [10.888060, 11.638118, 11.896960, 12.685707, 28.447875], [14.232370, 15.868386, 17.588062, 18.105707, 18.752950], [16.989812, 17.516278, 18.369925, 21.087761, 23.694114], [3.476003, 3.487459, 3.524278, 4.531769, 33.608633], [14.615337, 17.554386, 20.117740, 21.373985, 23.795981], [12.206258, 12.377342, 12.755223, 12.827040, 68.870886]]
### 6
fourier: [[10.506300, 11.345640, 13.166664, 13.764083, 13.783993], [12.482647, 12.929378, 13.527576, 14.084383, 17.680443], [13.913460, 14.963098, 15.206826, 15.607849, 29.034630], [4.276388, 4.411569, 4.593371, 4.790515, 35.783986], [12.099730, 13.469882, 13.547678, 14.042239, 43.576647], [16.937889, 17.223747, 18.217234, 18.561281, 47.501858], [17.334930, 17.490188, 17.556388, 18.354142, 97.769455], [3.948268, 4.142552, 4.463480, 5.189578, 10.099297], [23.596926, 23.610400, 23.677239, 24.408295, 118.364884], [17.379389, 18.007630, 18.015468, 18.482143, 100.029909]]
### 8
fourier: [[27.042449, 27.070435, 27.312979, 28.582565, 147.531197], [27.979475, 28.247239, 29.188911, 29.418432, 103.751985], [19.453483, 19.705766, 20.087813, 20.425493, 125.619227], [14.833740, 14.942847, 15.063369, 15.669190, 61.958045], [16.997537, 17.105375, 18.267440, 19.766941, 41.276919], [11.886878, 12.047837, 13.208289, 14.459846, 36.011962], [12.261498, 12.457225, 12.736910, 13.668779, 50.562515], [13.081574, 13.285750, 14.090927, 15.297643, 82.120456], [15.015825, 15.148521, 15.440166, 15.926648, 71.916509], [23.308483, 23.443298, 23.550845, 24.622414, 117.452763]]
### 10
fourier: [[9.341072, 9.487023, 10.169951, 10.646526, 88.929121], [17.481346, 18.061346, 18.205773, 19.402177, 117.454671], [17.020443, 17.846739, 18.663473, 21.286888, 69.371928], [19.668351, 19.810883, 20.128696, 21.327152, 109.873452], [33.955673, 34.033591, 34.460059, 36.821186, 201.983309], [17.602252, 18.055455, 18.959457, 21.831282, 77.098624], [13.828691, 14.628227, 15.307513, 17.515363, 71.740445], [17.257079, 17.853424, 17.969531, 19.271758, 93.072255], [14.006285, 14.326279, 15.231756, 16.530527, 99.009440], [28.457470, 29.209103, 30.364919, 33.176101, 179.631360]]
### 12
fourier: [[15.545953, 15.756176, 16.827922, 17.701864, 141.926787], [15.066067, 15.893305, 16.974741, 18.844769, 101.221443], [12.027869, 12.187960, 12.378611, 12.765633, 66.635993], [26.002713, 26.464812, 27.830486, 29.780298, 194.298043], [26.542277, 28.205919, 29.794729, 33.369265, 151.109031], [43.034297, 43.890640, 44.246287, 45.754030, 295.492868], [10.396189, 10.632527, 10.812391, 12.772766, 61.158891], [22.022123, 23.270255, 24.320860, 27.171168, 152.467940], [34.473948, 34.534561, 35.774402, 37.658187, 262.064104], [31.886027, 33.673178, 35.464478, 39.599439, 244.864062]]
### 14
fourier: [[41.811653, 41.896822, 43.575113, 45.119676, 305.397652], [40.971773, 41.740908, 43.458847, 46.256101, 299.143332], [54.590657, 55.098335, 56.979166, 58.560570, 416.480930], [60.228842, 61.066845, 62.642109, 63.969559, 464.358699], [72.341272, 74.024206, 75.330609, 76.153392, 554.769341], [47.762731, 48.589537, 49.475163, 50.360959, 366.222185], [13.810682, 14.780198, 15.781566, 17.468250, 125.648232], [41.546895, 41.577500, 43.006899, 44.836816, 299.154826], [72.290415, 72.438899, 75.514529, 78.278321, 553.158152], [55.485048, 56.012817, 58.667217, 61.488635, 447.919078]]
### 16
fourier: [[112.596478, 113.517549, 117.515628, 121.114645, 887.101777]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
no_repeats
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6877045035362244, "train_acc": 0.575, "val_loss": 0.6976559162139893, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6843386292457581, "train_acc": 0.575, "val_loss": 0.7021670341491699, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.677690178155899, "train_acc": 0.575, "val_loss": 0.705004096031189, "val_acc": 0.48}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6793544590473175, "train_acc": 0.575, "val_loss": 0.6963980197906494, "val_acc": 0.48}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6646290719509125, "train_acc": 0.575, "val_loss": 0.6506509184837341, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.6373184323310852, "train_acc": 0.58, "val_loss": 0.5440607666969299, "val_acc": 0.88}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5362453162670135, "train_acc": 0.775, "val_loss": 0.4120652675628662, "val_acc": 0.82}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.5089951902627945, "train_acc": 0.76, "val_loss": 0.3737874925136566, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.4824051111936569, "train_acc": 0.76, "val_loss": 0.3710123896598816, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.44348156452178955, "train_acc": 0.78, "val_loss": 0.3900962173938751, "val_acc": 0.82}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.44093501567840576, "train_acc": 0.78, "val_loss": 0.3907832205295563, "val_acc": 0.86}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.43214283883571625, "train_acc": 0.79, "val_loss": 0.34185269474983215, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.3852957785129547, "train_acc": 0.86, "val_loss": 0.3231143653392792, "val_acc": 0.86}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.3847036063671112, "train_acc": 0.87, "val_loss": 0.24485908448696136, "val_acc": 0.92}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.3625466972589493, "train_acc": 0.835, "val_loss": 0.288010835647583, "val_acc": 0.84}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["no_repeats"], "degraded_stage": {"initial_val_loss": 0.6976559162139893, "final_val_loss": 0.6506509184837341, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.5440607666969299, "final_val_loss": 0.288010835647583, "initial_val_acc": 0.88, "final_val_acc": 0.84, "best_val_acc": 0.92, "best_epoch": 13}, "improvement": 0.44000000000000006, "first_improvement_epoch": 4}}
|
9,982
|
{"target_pattern": "has_majority", "degraded_accuracy": 0.48, "improved_accuracy": 0.8, "improvement": 0.32000000000000006, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 7273, "learning_rate": 0.06984936704245441, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "has_majority", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["has_majority"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[33.283965, 33.322241, 35.198992, 35.650588, 116.577082], [30.543065, 32.204573, 37.458690, 40.477860, 198.195326], [22.789582, 23.346878, 24.218776, 26.901071, 165.934141], [36.770358, 38.952558, 41.415539, 42.988132, 279.123261], [31.612531, 33.406249, 35.613507, 38.752951, 143.110840], [27.058563, 29.666165, 32.526452, 34.585067, 105.505187], [29.331495, 29.963264, 30.131229, 39.096676, 93.931144], [28.127592, 28.863222, 31.535976, 35.652915, 38.760237], [27.337534, 30.378816, 32.709740, 36.644624, 42.195594], [21.584220, 22.536864, 25.438526, 28.880105, 117.322231], [15.128285, 15.407852, 16.520757, 16.818394, 24.977106], [21.629216, 21.920641, 25.317897, 26.259059, 128.817385], [21.484677, 21.745261, 22.116204, 23.472002, 100.577180], [30.567415, 33.916049, 34.333817, 34.773161, 207.892851]]
### 2
fourier: [[33.221145, 34.141384, 38.161322, 38.189942, 160.253287], [21.662536, 21.774967, 21.899828, 22.223175, 122.302481], [30.848055, 31.278406, 33.287147, 35.421607, 334.120283], [21.076389, 21.247912, 24.177675, 26.009122, 37.593066], [11.240991, 12.670656, 12.700651, 12.898630, 13.477542], [6.398392, 6.619876, 7.161282, 9.531195, 48.440560], [16.419466, 17.062488, 19.035064, 21.225206, 26.853192], [10.995260, 11.641556, 11.792624, 12.420131, 38.695939], [17.855793, 21.660253, 22.333267, 25.189455, 185.247623], [15.804388, 15.827703, 16.352813, 17.414736, 28.867888], [20.808259, 21.230126, 21.856493, 23.344003, 163.990518], [26.749881, 27.488809, 29.165307, 29.596609, 210.697052], [33.844218, 35.833931, 36.509807, 38.668737, 201.260559], [8.014949, 8.452115, 9.168155, 9.630505, 48.231885]]
### 4
fourier: [[13.646167, 13.908823, 16.737829, 19.232950, 36.437051], [10.446982, 11.174414, 11.488547, 17.990267, 40.582429], [7.809951, 8.100235, 9.393403, 9.627085, 118.025523], [16.789755, 18.615075, 18.924856, 21.713729, 26.029079], [6.078840, 6.445320, 6.819961, 7.638923, 29.293428], [19.192820, 20.394967, 20.435721, 23.685750, 43.933570], [9.328607, 9.569101, 9.837209, 12.245771, 15.141864], [9.394002, 9.557742, 9.579765, 10.858109, 43.116435], [10.549903, 12.118362, 12.214286, 14.478585, 14.599198], [5.670240, 5.889845, 6.295594, 9.655250, 20.644817], [7.869732, 8.085192, 10.538488, 13.534209, 91.234745], [9.278759, 9.480751, 11.693272, 11.841457, 54.778385], [19.096451, 20.169353, 20.362299, 23.297432, 48.533239], [18.650119, 20.490023, 23.552852, 28.572710, 192.574734]]
### 6
fourier: [[15.816676, 16.072220, 17.984056, 23.064102, 51.789468], [14.394545, 15.109689, 15.599864, 16.315091, 23.125144], [13.815357, 13.818845, 14.968421, 16.212445, 20.502605], [6.335110, 6.776154, 8.439481, 8.733925, 34.261927], [19.840685, 19.874012, 23.450615, 25.312576, 36.200929], [11.017788, 11.315090, 11.417277, 12.908893, 22.943977], [18.287333, 19.928210, 22.604402, 32.736077, 229.901417], [12.471885, 12.821144, 12.960414, 22.351701, 34.988069], [7.262260, 7.553639, 8.207203, 8.526625, 96.667291], [21.023415, 23.298598, 24.016128, 25.741566, 272.391652], [7.710749, 7.901911, 8.280469, 9.093630, 9.337143], [10.892912, 11.414002, 12.446378, 12.680329, 12.709847], [14.738608, 15.732426, 16.754381, 27.941872, 52.106988], [19.054689, 19.431156, 20.812882, 34.383641, 40.792395]]
### 8
fourier: [[17.328610, 17.755434, 22.511358, 34.193338, 117.097397], [6.159780, 6.418864, 7.965598, 9.529951, 116.095121], [16.408759, 17.490167, 17.859273, 17.936015, 26.463582], [11.161647, 11.267203, 11.640047, 18.221182, 21.858915], [21.025498, 21.355414, 25.548461, 32.388801, 294.372236], [24.113523, 24.970218, 26.598512, 28.354757, 45.088004], [9.643939, 9.988127, 11.116395, 19.068690, 38.114748], [9.382533, 9.402641, 9.884300, 10.671063, 158.994721], [13.834954, 14.970798, 16.271801, 23.119850, 126.570187], [3.932283, 4.096580, 4.761766, 5.223113, 29.418458], [8.807148, 8.851274, 11.225623, 13.867693, 14.178065], [8.959099, 10.863474, 10.905264, 12.350934, 148.728148], [6.860504, 8.187563, 8.587721, 8.901038, 46.241304], [8.590697, 10.023140, 10.469934, 15.802818, 20.055526]]
### 10
fourier: [[10.187496, 10.530860, 11.584897, 12.143380, 16.673580], [3.457926, 3.820682, 3.957893, 5.847038, 78.570537], [8.767303, 9.246093, 10.076266, 10.195487, 101.768182], [14.959486, 15.956998, 16.109076, 20.902037, 161.787912], [4.007127, 4.226411, 4.850064, 5.904944, 59.355043], [7.747196, 7.999850, 8.260154, 16.007983, 78.028672], [26.006550, 26.680426, 27.283610, 30.104337, 54.101403], [11.519264, 12.928785, 13.432915, 18.551232, 89.594915], [9.694051, 10.354940, 11.041342, 15.920800, 101.020950], [17.490687, 18.717801, 19.224196, 27.786194, 38.625419], [19.246401, 19.347651, 26.185041, 37.075998, 50.075846], [23.703196, 24.231514, 30.877606, 47.988627, 117.811659], [3.214122, 3.262670, 3.563801, 3.932976, 33.401826], [11.716096, 12.419019, 16.331250, 20.368658, 60.828873]]
### 12
fourier: [[9.618917, 10.535461, 10.704233, 11.083239, 110.045286], [14.316499, 15.067101, 15.215346, 26.637255, 53.152314], [12.722737, 12.999931, 13.234334, 25.018225, 29.854472], [28.509993, 29.068503, 30.028931, 53.140796, 71.141639], [27.831918, 28.325133, 30.498752, 35.260396, 54.485371], [13.052339, 13.107793, 17.238661, 26.077376, 55.305781], [13.292425, 13.930541, 14.083751, 14.454010, 21.261179], [20.388543, 21.804132, 22.251764, 37.353464, 44.404847], [3.168367, 3.215785, 4.423607, 4.477337, 101.561703], [14.242205, 15.427983, 15.438711, 17.298198, 223.415328], [12.509286, 12.579353, 13.337702, 16.956175, 118.980398], [11.905316, 12.278920, 16.975364, 23.701582, 57.655889], [21.163271, 21.265817, 28.673737, 41.726857, 111.892187], [44.796305, 45.278599, 51.115640, 88.425045, 168.569939]]
### 14
fourier: [[14.052978, 15.124195, 15.480691, 21.766036, 27.445016], [17.041449, 17.042185, 18.195225, 31.550066, 55.011139], [6.010085, 6.181409, 6.822540, 7.514962, 36.803307], [28.042370, 28.591264, 29.627466, 52.951713, 79.933824], [29.151192, 29.638380, 31.019689, 31.782236, 52.497862], [11.901534, 12.060907, 16.854657, 22.002097, 45.875304], [23.947272, 24.174733, 34.940096, 40.928473, 200.962134], [48.070665, 48.383393, 65.768735, 90.601564, 300.782921], [22.322812, 22.708432, 30.558979, 42.787884, 115.289514], [4.477099, 4.825914, 4.888671, 5.033189, 20.926082], [21.213719, 21.250270, 29.140951, 30.175127, 214.490708], [25.906191, 26.285441, 33.257483, 50.672028, 132.054437], [35.324838, 36.996500, 39.974089, 68.244294, 107.542713], [15.359953, 16.515087, 16.745351, 19.424584, 151.076627]]
### 16
fourier: [[27.778957, 28.562385, 37.643723, 53.664226, 133.661943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
has_majority
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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-0.164802,
0.34988,
0.441789
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],
"network.14.bias": [
-0.392961,
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-0.423809,
-0.43846,
0.259777,
-0.484986,
-0.382472,
-0.519082,
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-0.114143,
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"network.16.weight": [
[
-0.053186,
0.01071,
-0.334806,
-0.159065,
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0.133803,
0.01712,
-0.456946,
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0.127328,
-0.248899,
0.027423,
0.00495,
-0.018911
]
],
"network.16.bias": [
0.216481
]
}
## Activation Signature
### 0
fourier: [[33.283965, 33.322241, 35.198992, 35.650588, 116.577082], [30.543065, 32.204573, 37.458690, 40.477860, 198.195326], [22.789582, 23.346878, 24.218776, 26.901071, 165.934141], [36.770358, 38.952558, 41.415539, 42.988132, 279.123261], [31.612531, 33.406249, 35.613507, 38.752951, 143.110840], [27.058563, 29.666165, 32.526452, 34.585067, 105.505187], [29.331495, 29.963264, 30.131229, 39.096676, 93.931144], [28.127592, 28.863222, 31.535976, 35.652915, 38.760237], [27.337534, 30.378816, 32.709740, 36.644624, 42.195594], [21.584220, 22.536864, 25.438526, 28.880105, 117.322231], [15.128285, 15.407852, 16.520757, 16.818394, 24.977106], [21.629216, 21.920641, 25.317897, 26.259059, 128.817385], [21.484677, 21.745261, 22.116204, 23.472002, 100.577180], [30.567415, 33.916049, 34.333817, 34.773161, 207.892851]]
### 2
fourier: [[33.221145, 34.141384, 38.161322, 38.189942, 160.253287], [21.662536, 21.774967, 21.899828, 22.223175, 122.302481], [30.848055, 31.278406, 33.287147, 35.421607, 334.120283], [21.076389, 21.247912, 24.177675, 26.009122, 37.593066], [11.240991, 12.670656, 12.700651, 12.898630, 13.477542], [6.398392, 6.619876, 7.161282, 9.531195, 48.440560], [16.419466, 17.062488, 19.035064, 21.225206, 26.853192], [10.995260, 11.641556, 11.792624, 12.420131, 38.695939], [17.855793, 21.660253, 22.333267, 25.189455, 185.247623], [15.804388, 15.827703, 16.352813, 17.414736, 28.867888], [20.808259, 21.230126, 21.856493, 23.344003, 163.990518], [26.749881, 27.488809, 29.165307, 29.596609, 210.697052], [33.844218, 35.833931, 36.509807, 38.668737, 201.260559], [8.014949, 8.452115, 9.168155, 9.630505, 48.231885]]
### 4
fourier: [[13.646167, 13.908823, 16.737829, 19.232950, 36.437051], [10.446982, 11.174414, 11.488547, 17.990267, 40.582429], [7.809951, 8.100235, 9.393403, 9.627085, 118.025523], [16.789755, 18.615075, 18.924856, 21.713729, 26.029079], [6.078840, 6.445320, 6.819961, 7.638923, 29.293428], [19.192820, 20.394967, 20.435721, 23.685750, 43.933570], [9.328607, 9.569101, 9.837209, 12.245771, 15.141864], [9.394002, 9.557742, 9.579765, 10.858109, 43.116435], [10.549903, 12.118362, 12.214286, 14.478585, 14.599198], [5.670240, 5.889845, 6.295594, 9.655250, 20.644817], [7.869732, 8.085192, 10.538488, 13.534209, 91.234745], [9.278759, 9.480751, 11.693272, 11.841457, 54.778385], [19.096451, 20.169353, 20.362299, 23.297432, 48.533239], [18.650119, 20.490023, 23.552852, 28.572710, 192.574734]]
### 6
fourier: [[15.816676, 16.072220, 17.984056, 23.064102, 51.789468], [14.394545, 15.109689, 15.599864, 16.315091, 23.125144], [13.815357, 13.818845, 14.968421, 16.212445, 20.502605], [6.335110, 6.776154, 8.439481, 8.733925, 34.261927], [19.840685, 19.874012, 23.450615, 25.312576, 36.200929], [11.017788, 11.315090, 11.417277, 12.908893, 22.943977], [18.287333, 19.928210, 22.604402, 32.736077, 229.901417], [12.471885, 12.821144, 12.960414, 22.351701, 34.988069], [7.262260, 7.553639, 8.207203, 8.526625, 96.667291], [21.023415, 23.298598, 24.016128, 25.741566, 272.391652], [7.710749, 7.901911, 8.280469, 9.093630, 9.337143], [10.892912, 11.414002, 12.446378, 12.680329, 12.709847], [14.738608, 15.732426, 16.754381, 27.941872, 52.106988], [19.054689, 19.431156, 20.812882, 34.383641, 40.792395]]
### 8
fourier: [[17.328610, 17.755434, 22.511358, 34.193338, 117.097397], [6.159780, 6.418864, 7.965598, 9.529951, 116.095121], [16.408759, 17.490167, 17.859273, 17.936015, 26.463582], [11.161647, 11.267203, 11.640047, 18.221182, 21.858915], [21.025498, 21.355414, 25.548461, 32.388801, 294.372236], [24.113523, 24.970218, 26.598512, 28.354757, 45.088004], [9.643939, 9.988127, 11.116395, 19.068690, 38.114748], [9.382533, 9.402641, 9.884300, 10.671063, 158.994721], [13.834954, 14.970798, 16.271801, 23.119850, 126.570187], [3.932283, 4.096580, 4.761766, 5.223113, 29.418458], [8.807148, 8.851274, 11.225623, 13.867693, 14.178065], [8.959099, 10.863474, 10.905264, 12.350934, 148.728148], [6.860504, 8.187563, 8.587721, 8.901038, 46.241304], [8.590697, 10.023140, 10.469934, 15.802818, 20.055526]]
### 10
fourier: [[10.187496, 10.530860, 11.584897, 12.143380, 16.673580], [3.457926, 3.820682, 3.957893, 5.847038, 78.570537], [8.767303, 9.246093, 10.076266, 10.195487, 101.768182], [14.959486, 15.956998, 16.109076, 20.902037, 161.787912], [4.007127, 4.226411, 4.850064, 5.904944, 59.355043], [7.747196, 7.999850, 8.260154, 16.007983, 78.028672], [26.006550, 26.680426, 27.283610, 30.104337, 54.101403], [11.519264, 12.928785, 13.432915, 18.551232, 89.594915], [9.694051, 10.354940, 11.041342, 15.920800, 101.020950], [17.490687, 18.717801, 19.224196, 27.786194, 38.625419], [19.246401, 19.347651, 26.185041, 37.075998, 50.075846], [23.703196, 24.231514, 30.877606, 47.988627, 117.811659], [3.214122, 3.262670, 3.563801, 3.932976, 33.401826], [11.716096, 12.419019, 16.331250, 20.368658, 60.828873]]
### 12
fourier: [[9.618917, 10.535461, 10.704233, 11.083239, 110.045286], [14.316499, 15.067101, 15.215346, 26.637255, 53.152314], [12.722737, 12.999931, 13.234334, 25.018225, 29.854472], [28.509993, 29.068503, 30.028931, 53.140796, 71.141639], [27.831918, 28.325133, 30.498752, 35.260396, 54.485371], [13.052339, 13.107793, 17.238661, 26.077376, 55.305781], [13.292425, 13.930541, 14.083751, 14.454010, 21.261179], [20.388543, 21.804132, 22.251764, 37.353464, 44.404847], [3.168367, 3.215785, 4.423607, 4.477337, 101.561703], [14.242205, 15.427983, 15.438711, 17.298198, 223.415328], [12.509286, 12.579353, 13.337702, 16.956175, 118.980398], [11.905316, 12.278920, 16.975364, 23.701582, 57.655889], [21.163271, 21.265817, 28.673737, 41.726857, 111.892187], [44.796305, 45.278599, 51.115640, 88.425045, 168.569939]]
### 14
fourier: [[14.052978, 15.124195, 15.480691, 21.766036, 27.445016], [17.041449, 17.042185, 18.195225, 31.550066, 55.011139], [6.010085, 6.181409, 6.822540, 7.514962, 36.803307], [28.042370, 28.591264, 29.627466, 52.951713, 79.933824], [29.151192, 29.638380, 31.019689, 31.782236, 52.497862], [11.901534, 12.060907, 16.854657, 22.002097, 45.875304], [23.947272, 24.174733, 34.940096, 40.928473, 200.962134], [48.070665, 48.383393, 65.768735, 90.601564, 300.782921], [22.322812, 22.708432, 30.558979, 42.787884, 115.289514], [4.477099, 4.825914, 4.888671, 5.033189, 20.926082], [21.213719, 21.250270, 29.140951, 30.175127, 214.490708], [25.906191, 26.285441, 33.257483, 50.672028, 132.054437], [35.324838, 36.996500, 39.974089, 68.244294, 107.542713], [15.359953, 16.515087, 16.745351, 19.424584, 151.076627]]
### 16
fourier: [[27.778957, 28.562385, 37.643723, 53.664226, 133.661943]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
has_majority
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6851050853729248, "train_acc": 0.495, "val_loss": 1.0535571575164795, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.8491621017456055, "train_acc": 0.575, "val_loss": 0.7040830850601196, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6986387968063354, "train_acc": 0.495, "val_loss": 0.6909677386283875, "val_acc": 0.52}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6853067874908447, "train_acc": 0.535, "val_loss": 0.740811288356781, "val_acc": 0.6}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.7709064483642578, "train_acc": 0.6, "val_loss": 0.6895239353179932, "val_acc": 0.52}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.693732351064682, "train_acc": 0.5, "val_loss": 0.6925321817398071, "val_acc": 0.52}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.6995730996131897, "train_acc": 0.495, "val_loss": 0.7058674693107605, "val_acc": 0.54}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.7357298135757446, "train_acc": 0.56, "val_loss": 0.6680623888969421, "val_acc": 0.6}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.6317000687122345, "train_acc": 0.665, "val_loss": 0.6711142659187317, "val_acc": 0.6}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.6057612299919128, "train_acc": 0.725, "val_loss": 0.5965380668640137, "val_acc": 0.74}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.5537917017936707, "train_acc": 0.76, "val_loss": 0.5568585991859436, "val_acc": 0.74}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 0.46097131073474884, "train_acc": 0.775, "val_loss": 0.5186839699745178, "val_acc": 0.8}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["has_majority"], "degraded_stage": {"initial_val_loss": 1.0535571575164795, "final_val_loss": 0.7040830850601196, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.6909677386283875, "final_val_loss": 0.5186839699745178, "initial_val_acc": 0.52, "final_val_acc": 0.8, "best_val_acc": 0.8, "best_epoch": 11}, "improvement": 0.32000000000000006, "first_improvement_epoch": 1}}
|
9,983
|
{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.38, "improved_accuracy": 0.82, "improvement": 0.43999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3769, "learning_rate": 0.04018575035433024, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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[
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[
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[
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[
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[
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## Activation Signature
### 0
fourier: [[24.801206, 25.173035, 26.213415, 28.750265, 102.118614], [23.694024, 24.019806, 24.192282, 24.666875, 55.657771], [21.298396, 21.654136, 21.814278, 22.352573, 110.193978], [13.571598, 14.688547, 15.501567, 16.501496, 17.367564], [17.106064, 18.894817, 20.161844, 20.760324, 145.809516], [14.272137, 14.936806, 15.713653, 15.837568, 66.774206], [20.035747, 20.052917, 21.191757, 21.614391, 112.019409], [29.092700, 30.237416, 35.286304, 35.713878, 280.853937], [19.883575, 21.089406, 21.365920, 23.128616, 139.679149], [17.207669, 17.632310, 17.791975, 18.155014, 141.896882], [21.500916, 23.056170, 27.410317, 30.718404, 171.434386], [24.688621, 24.832053, 24.970570, 32.622284, 150.971799], [20.364549, 21.623869, 22.363218, 23.225624, 98.986438]]
### 2
fourier: [[18.119380, 18.373494, 18.475521, 19.199307, 88.283177], [4.593500, 4.736447, 4.857130, 5.036243, 5.770378], [21.183503, 22.346952, 22.852117, 24.424060, 118.384402], [19.544715, 20.354062, 21.213250, 22.293828, 160.508238], [2.948580, 3.020518, 3.178971, 4.973133, 13.999823], [8.857527, 9.034491, 9.965243, 10.895142, 96.737441], [19.099017, 19.283502, 19.989246, 20.397525, 87.396627], [12.433220, 12.635778, 14.340434, 16.718288, 79.761824], [9.300161, 9.904848, 11.621881, 11.877886, 81.519764], [13.304247, 13.507510, 14.828697, 14.915204, 45.758042], [10.090280, 10.211513, 12.442191, 12.949307, 105.818370], [3.651407, 3.776282, 3.835253, 3.937995, 11.330044], [9.806930, 9.827268, 11.822750, 12.174860, 49.049871]]
### 4
fourier: [[6.800444, 7.133688, 7.885147, 8.616870, 87.486048], [14.208773, 15.323233, 16.489509, 18.465475, 136.299486], [8.709501, 8.938698, 8.972212, 9.261217, 37.387964], [4.089084, 4.421108, 4.659696, 4.967768, 6.549649], [10.250488, 11.133396, 11.266216, 11.542976, 44.844309], [9.630299, 9.711812, 10.326433, 11.100267, 21.442780], [7.493406, 7.684761, 7.685515, 7.692987, 11.432276], [21.590924, 22.304625, 24.121281, 24.285163, 123.212476], [15.163728, 15.296422, 17.120810, 17.946932, 75.324075], [9.085869, 9.155326, 9.210855, 10.105933, 78.726761], [9.463070, 9.747798, 11.211504, 11.562843, 119.097290], [6.480371, 6.925795, 7.216339, 7.574815, 49.617597], [16.857269, 17.458836, 20.097027, 22.561110, 69.273434]]
### 6
fourier: [[6.770028, 6.844074, 6.964074, 7.579143, 20.086113], [8.183341, 8.479139, 8.517488, 8.648634, 38.968650], [16.395927, 16.610241, 17.688859, 19.160179, 74.646672], [11.928228, 12.655448, 12.922176, 14.033121, 86.804596], [22.019959, 22.406981, 23.907901, 24.200230, 152.405563], [7.760814, 7.835293, 8.538375, 9.460597, 17.104244], [18.827513, 19.036865, 19.771079, 20.724223, 112.007542], [8.726853, 8.736354, 8.744247, 9.006449, 42.769485], [8.945713, 8.973539, 9.062746, 9.185202, 35.089338], [17.902243, 18.287347, 18.514035, 18.593180, 102.121350], [5.346225, 5.887927, 6.002451, 7.052851, 7.061156], [8.448557, 8.480851, 9.022268, 10.368580, 20.523206], [24.405626, 24.881807, 25.299054, 26.337787, 99.871095]]
### 8
fourier: [[3.184487, 3.482886, 3.513111, 3.751914, 4.155192], [12.992695, 13.288239, 13.816939, 14.536942, 72.125721], [10.310129, 10.470903, 10.983516, 11.200135, 13.582770], [15.486469, 16.721660, 17.061910, 18.062889, 64.152815], [2.429515, 2.436079, 2.463610, 2.633257, 11.731240], [16.081218, 16.977147, 17.079545, 17.138677, 21.126543], [6.500980, 6.752313, 6.763055, 7.159176, 8.143056], [26.622583, 30.574922, 30.725832, 36.172173, 68.580986], [15.158053, 16.736684, 17.228476, 17.550840, 20.369231], [8.306053, 8.477822, 8.945871, 10.795739, 13.977435], [11.693699, 12.139553, 12.169511, 12.315205, 35.280749], [14.074301, 15.641775, 16.133849, 18.866150, 36.845061], [12.416405, 12.454420, 12.846604, 12.910169, 45.110621]]
### 10
fourier: [[16.425080, 16.643230, 17.821102, 19.896657, 25.756847], [5.609722, 6.122642, 6.251284, 7.375441, 15.655375], [17.596764, 18.356138, 19.324238, 21.933668, 31.120044], [8.161352, 9.335694, 9.600375, 10.257631, 12.340271], [4.530822, 4.543971, 4.747335, 5.665812, 8.589881], [14.452308, 15.005542, 15.802144, 17.978042, 41.882794], [21.553162, 21.837606, 23.046140, 27.448498, 30.031107], [16.735296, 16.895997, 17.993426, 18.834265, 22.246859], [14.519248, 14.661272, 15.984960, 18.733319, 21.630986], [13.594741, 14.913554, 15.658496, 17.068212, 20.012108], [11.763134, 12.591372, 13.084360, 15.066805, 34.924992], [8.545371, 10.334766, 10.801121, 11.148738, 31.631634], [2.293115, 2.312528, 2.324552, 2.337513, 11.325824]]
### 12
fourier: [[6.155195, 7.137473, 7.428303, 7.988461, 12.998419], [10.128918, 10.707997, 10.806051, 11.985379, 14.204857], [15.382622, 16.902458, 17.118759, 19.334134, 35.379793], [14.060627, 14.529697, 15.313074, 18.418167, 33.903098], [8.705241, 10.120499, 10.324970, 11.279756, 30.655874], [8.464827, 8.603245, 8.631430, 10.755871, 18.345243], [6.493945, 6.675892, 6.721494, 7.906874, 34.047882], [10.308257, 11.377221, 11.643353, 13.312827, 28.406631], [8.248816, 8.300437, 9.119538, 10.682076, 23.492382], [10.389889, 10.728848, 11.503611, 12.113050, 13.664119], [4.964543, 4.994830, 5.500454, 6.761178, 21.712610], [6.350200, 6.518275, 6.798231, 8.329469, 10.317049], [6.468809, 6.743632, 6.977009, 7.071019, 8.225068]]
### 14
fourier: [[2.679134, 2.750256, 2.907259, 3.709705, 26.874315], [10.847251, 11.688226, 12.287159, 14.856991, 16.841335], [11.614695, 12.987663, 13.651313, 14.356908, 33.339379], [3.323747, 3.613176, 3.658808, 4.757405, 13.175783], [5.066399, 5.370017, 5.504216, 5.519237, 6.495870], [7.015553, 7.836816, 8.563802, 8.676102, 32.255109], [4.860688, 5.240340, 5.391753, 6.054981, 14.546722], [6.203043, 6.768019, 7.165381, 7.444415, 36.335808], [2.444725, 2.511102, 2.651606, 3.263347, 18.826808], [8.211579, 8.291691, 8.371413, 9.384072, 10.778672], [10.495220, 10.870766, 11.121121, 12.164878, 14.110312], [9.485372, 9.826848, 9.960479, 11.196884, 25.484432], [3.950458, 3.989644, 4.191214, 5.048575, 20.487298]]
### 16
fourier: [[7.920596, 8.885379, 9.323595, 9.739671, 33.226584]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[24.801206, 25.173035, 26.213415, 28.750265, 102.118614], [23.694024, 24.019806, 24.192282, 24.666875, 55.657771], [21.298396, 21.654136, 21.814278, 22.352573, 110.193978], [13.571598, 14.688547, 15.501567, 16.501496, 17.367564], [17.106064, 18.894817, 20.161844, 20.760324, 145.809516], [14.272137, 14.936806, 15.713653, 15.837568, 66.774206], [20.035747, 20.052917, 21.191757, 21.614391, 112.019409], [29.092700, 30.237416, 35.286304, 35.713878, 280.853937], [19.883575, 21.089406, 21.365920, 23.128616, 139.679149], [17.207669, 17.632310, 17.791975, 18.155014, 141.896882], [21.500916, 23.056170, 27.410317, 30.718404, 171.434386], [24.688621, 24.832053, 24.970570, 32.622284, 150.971799], [20.364549, 21.623869, 22.363218, 23.225624, 98.986438]]
### 2
fourier: [[18.119380, 18.373494, 18.475521, 19.199307, 88.283177], [4.593500, 4.736447, 4.857130, 5.036243, 5.770378], [21.183503, 22.346952, 22.852117, 24.424060, 118.384402], [19.544715, 20.354062, 21.213250, 22.293828, 160.508238], [2.948580, 3.020518, 3.178971, 4.973133, 13.999823], [8.857527, 9.034491, 9.965243, 10.895142, 96.737441], [19.099017, 19.283502, 19.989246, 20.397525, 87.396627], [12.433220, 12.635778, 14.340434, 16.718288, 79.761824], [9.300161, 9.904848, 11.621881, 11.877886, 81.519764], [13.304247, 13.507510, 14.828697, 14.915204, 45.758042], [10.090280, 10.211513, 12.442191, 12.949307, 105.818370], [3.651407, 3.776282, 3.835253, 3.937995, 11.330044], [9.806930, 9.827268, 11.822750, 12.174860, 49.049871]]
### 4
fourier: [[6.800444, 7.133688, 7.885147, 8.616870, 87.486048], [14.208773, 15.323233, 16.489509, 18.465475, 136.299486], [8.709501, 8.938698, 8.972212, 9.261217, 37.387964], [4.089084, 4.421108, 4.659696, 4.967768, 6.549649], [10.250488, 11.133396, 11.266216, 11.542976, 44.844309], [9.630299, 9.711812, 10.326433, 11.100267, 21.442780], [7.493406, 7.684761, 7.685515, 7.692987, 11.432276], [21.590924, 22.304625, 24.121281, 24.285163, 123.212476], [15.163728, 15.296422, 17.120810, 17.946932, 75.324075], [9.085869, 9.155326, 9.210855, 10.105933, 78.726761], [9.463070, 9.747798, 11.211504, 11.562843, 119.097290], [6.480371, 6.925795, 7.216339, 7.574815, 49.617597], [16.857269, 17.458836, 20.097027, 22.561110, 69.273434]]
### 6
fourier: [[6.770028, 6.844074, 6.964074, 7.579143, 20.086113], [8.183341, 8.479139, 8.517488, 8.648634, 38.968650], [16.395927, 16.610241, 17.688859, 19.160179, 74.646672], [11.928228, 12.655448, 12.922176, 14.033121, 86.804596], [22.019959, 22.406981, 23.907901, 24.200230, 152.405563], [7.760814, 7.835293, 8.538375, 9.460597, 17.104244], [18.827513, 19.036865, 19.771079, 20.724223, 112.007542], [8.726853, 8.736354, 8.744247, 9.006449, 42.769485], [8.945713, 8.973539, 9.062746, 9.185202, 35.089338], [17.902243, 18.287347, 18.514035, 18.593180, 102.121350], [5.346225, 5.887927, 6.002451, 7.052851, 7.061156], [8.448557, 8.480851, 9.022268, 10.368580, 20.523206], [24.405626, 24.881807, 25.299054, 26.337787, 99.871095]]
### 8
fourier: [[3.184487, 3.482886, 3.513111, 3.751914, 4.155192], [12.992695, 13.288239, 13.816939, 14.536942, 72.125721], [10.310129, 10.470903, 10.983516, 11.200135, 13.582770], [15.486469, 16.721660, 17.061910, 18.062889, 64.152815], [2.429515, 2.436079, 2.463610, 2.633257, 11.731240], [16.081218, 16.977147, 17.079545, 17.138677, 21.126543], [6.500980, 6.752313, 6.763055, 7.159176, 8.143056], [26.622583, 30.574922, 30.725832, 36.172173, 68.580986], [15.158053, 16.736684, 17.228476, 17.550840, 20.369231], [8.306053, 8.477822, 8.945871, 10.795739, 13.977435], [11.693699, 12.139553, 12.169511, 12.315205, 35.280749], [14.074301, 15.641775, 16.133849, 18.866150, 36.845061], [12.416405, 12.454420, 12.846604, 12.910169, 45.110621]]
### 10
fourier: [[16.425080, 16.643230, 17.821102, 19.896657, 25.756847], [5.609722, 6.122642, 6.251284, 7.375441, 15.655375], [17.596764, 18.356138, 19.324238, 21.933668, 31.120044], [8.161352, 9.335694, 9.600375, 10.257631, 12.340271], [4.530822, 4.543971, 4.747335, 5.665812, 8.589881], [14.452308, 15.005542, 15.802144, 17.978042, 41.882794], [21.553162, 21.837606, 23.046140, 27.448498, 30.031107], [16.735296, 16.895997, 17.993426, 18.834265, 22.246859], [14.519248, 14.661272, 15.984960, 18.733319, 21.630986], [13.594741, 14.913554, 15.658496, 17.068212, 20.012108], [11.763134, 12.591372, 13.084360, 15.066805, 34.924992], [8.545371, 10.334766, 10.801121, 11.148738, 31.631634], [2.293115, 2.312528, 2.324552, 2.337513, 11.325824]]
### 12
fourier: [[6.155195, 7.137473, 7.428303, 7.988461, 12.998419], [10.128918, 10.707997, 10.806051, 11.985379, 14.204857], [15.382622, 16.902458, 17.118759, 19.334134, 35.379793], [14.060627, 14.529697, 15.313074, 18.418167, 33.903098], [8.705241, 10.120499, 10.324970, 11.279756, 30.655874], [8.464827, 8.603245, 8.631430, 10.755871, 18.345243], [6.493945, 6.675892, 6.721494, 7.906874, 34.047882], [10.308257, 11.377221, 11.643353, 13.312827, 28.406631], [8.248816, 8.300437, 9.119538, 10.682076, 23.492382], [10.389889, 10.728848, 11.503611, 12.113050, 13.664119], [4.964543, 4.994830, 5.500454, 6.761178, 21.712610], [6.350200, 6.518275, 6.798231, 8.329469, 10.317049], [6.468809, 6.743632, 6.977009, 7.071019, 8.225068]]
### 14
fourier: [[2.679134, 2.750256, 2.907259, 3.709705, 26.874315], [10.847251, 11.688226, 12.287159, 14.856991, 16.841335], [11.614695, 12.987663, 13.651313, 14.356908, 33.339379], [3.323747, 3.613176, 3.658808, 4.757405, 13.175783], [5.066399, 5.370017, 5.504216, 5.519237, 6.495870], [7.015553, 7.836816, 8.563802, 8.676102, 32.255109], [4.860688, 5.240340, 5.391753, 6.054981, 14.546722], [6.203043, 6.768019, 7.165381, 7.444415, 36.335808], [2.444725, 2.511102, 2.651606, 3.263347, 18.826808], [8.211579, 8.291691, 8.371413, 9.384072, 10.778672], [10.495220, 10.870766, 11.121121, 12.164878, 14.110312], [9.485372, 9.826848, 9.960479, 11.196884, 25.484432], [3.950458, 3.989644, 4.191214, 5.048575, 20.487298]]
### 16
fourier: [[7.920596, 8.885379, 9.323595, 9.739671, 33.226584]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6769013404846191, "train_acc": 0.595, "val_loss": 0.7959027886390686, "val_acc": 0.38}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6766543984413147, "train_acc": 0.595, "val_loss": 0.7524956464767456, "val_acc": 0.38}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.6618465483188629, "train_acc": 0.53, "val_loss": 0.6075257658958435, "val_acc": 0.82}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6201494634151459, "train_acc": 0.7, "val_loss": 0.48103782534599304, "val_acc": 0.78}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.5528825372457504, "train_acc": 0.725, "val_loss": 0.4743388295173645, "val_acc": 0.82}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.4922534227371216, "train_acc": 0.745, "val_loss": 0.45155754685401917, "val_acc": 0.82}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.5923896431922913, "train_acc": 0.68, "val_loss": 0.44752776622772217, "val_acc": 0.82}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.533930167555809, "train_acc": 0.695, "val_loss": 0.4777749180793762, "val_acc": 0.82}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.499899297952652, "train_acc": 0.745, "val_loss": 0.48498696088790894, "val_acc": 0.82}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.5228683650493622, "train_acc": 0.755, "val_loss": 0.47642621397972107, "val_acc": 0.82}], "summary": {"total_epochs": 10, "degraded_epochs": 2, "improved_epochs": 8, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.7959027886390686, "final_val_loss": 0.7524956464767456, "initial_val_acc": 0.38, "final_val_acc": 0.38, "best_val_acc": 0.38}, "improved_stage": {"initial_val_loss": 0.6075257658958435, "final_val_loss": 0.47642621397972107, "initial_val_acc": 0.82, "final_val_acc": 0.82, "best_val_acc": 0.82, "best_epoch": 2}, "improvement": 0.43999999999999995, "first_improvement_epoch": 1}}
|
9,984
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.4, "improved_accuracy": 0.7, "improvement": 0.29999999999999993, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 10, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4789, "learning_rate": 0.06004254843176914, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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[
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"network.2.weight": [
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## Activation Signature
### 0
fourier: [[15.650030, 15.713911, 17.763558, 17.815488, 21.719290], [23.667425, 24.059165, 25.867325, 30.474283, 172.702944], [20.903199, 22.681518, 23.139837, 23.662836, 187.144271], [29.508199, 29.771249, 37.462106, 37.619480, 250.521952], [22.321316, 24.623217, 32.355305, 32.607038, 205.134408], [26.035694, 27.111151, 32.366529, 34.476522, 258.159120], [27.998218, 28.800909, 29.673380, 31.415759, 186.417293], [17.259870, 17.385378, 18.796987, 19.208849, 157.132645], [14.901076, 16.423702, 18.641891, 18.817517, 25.522771], [29.891761, 30.464181, 30.827541, 31.118517, 110.155674]]
### 2
fourier: [[22.886414, 24.546888, 27.614050, 29.324087, 209.882520], [17.183427, 18.664334, 19.319522, 21.722442, 64.442109], [17.023588, 18.627809, 18.684296, 20.574501, 199.261987], [19.964068, 20.080738, 21.525573, 21.575490, 28.411207], [3.916522, 4.503765, 4.584800, 5.150742, 52.156923], [18.261303, 19.198284, 19.466451, 19.562934, 179.791193], [13.914878, 14.843819, 15.359718, 16.584219, 83.880348], [15.681941, 16.289630, 18.790130, 21.483213, 186.226858], [25.321508, 25.326947, 25.757129, 28.067300, 269.419433], [24.685613, 25.116228, 26.704257, 29.921610, 70.506361]]
### 4
fourier: [[8.555462, 8.922318, 9.848147, 10.477009, 76.716904], [12.272424, 14.920971, 16.399832, 22.749153, 37.093437], [2.531095, 2.571846, 2.714985, 2.814897, 43.929756], [16.467999, 19.844473, 20.804083, 21.628493, 29.429235], [15.811096, 17.092398, 17.517113, 25.452784, 66.850426], [9.457168, 9.463227, 9.826501, 10.734617, 80.429306], [11.498649, 11.920046, 14.179424, 15.546198, 205.624757], [8.893544, 9.442111, 9.875227, 10.261972, 91.365602], [10.759235, 12.337305, 13.546500, 18.596124, 27.737590], [15.580883, 15.686356, 17.048773, 21.172958, 74.215009]]
### 6
fourier: [[11.443031, 11.503477, 12.750470, 17.350185, 66.977196], [10.221059, 11.182893, 13.365043, 17.401084, 25.611026], [4.553643, 4.568939, 5.407359, 5.764941, 110.997178], [10.385566, 11.335304, 13.143260, 17.708377, 22.674222], [8.714431, 9.467498, 9.595497, 13.460746, 67.336985], [5.017190, 5.489158, 5.494880, 5.645337, 8.238731], [14.854792, 16.473925, 18.617930, 25.690110, 30.309897], [10.617641, 11.095298, 13.182317, 16.727461, 50.275527], [3.762880, 4.237029, 5.162450, 5.214106, 37.592077], [13.837800, 13.891985, 15.304014, 21.482470, 35.216523]]
### 8
fourier: [[9.498114, 9.764381, 10.997985, 13.944219, 54.894085], [18.587209, 19.260968, 21.294348, 27.112552, 72.192247], [11.348911, 11.752552, 12.764884, 16.349282, 55.877648], [3.022164, 3.049418, 3.101901, 4.494929, 21.449205], [13.144776, 13.580674, 15.396207, 19.359440, 55.551322], [3.343234, 3.397887, 3.724854, 4.820736, 34.631175], [5.950273, 6.011463, 6.345740, 8.655788, 42.773617], [16.119614, 16.404352, 18.069808, 23.334396, 77.898939], [3.467025, 3.609520, 4.075951, 5.336699, 33.880880], [13.707320, 13.934698, 15.459722, 20.008061, 51.474590]]
### 10
fourier: [[1.952065, 1.957106, 2.206843, 2.856081, 34.119179], [7.285447, 7.459551, 8.249074, 10.589558, 30.573546], [4.315130, 4.486435, 4.913528, 6.248524, 55.707590], [5.597112, 6.282736, 6.487700, 7.090969, 9.077120], [12.044593, 12.402404, 13.665764, 17.502088, 20.149696], [19.377299, 19.893333, 21.943518, 28.130953, 82.544941], [11.223090, 11.513452, 12.766161, 16.350811, 58.381703], [7.176827, 7.248887, 8.050440, 10.416873, 32.781616], [16.551470, 16.925324, 18.691225, 24.027179, 99.431107], [4.455451, 4.485227, 5.011991, 6.486288, 49.429082]]
### 12
fourier: [[5.195474, 5.500095, 6.080817, 7.541386, 38.409817], [2.527700, 2.706209, 2.935008, 3.935922, 31.509041], [2.608781, 2.784795, 3.086704, 3.724867, 35.975203], [4.158000, 4.446953, 4.888029, 5.894484, 32.372301], [3.818432, 3.863406, 4.350416, 5.554590, 80.365547], [2.222863, 2.347487, 2.658107, 3.222348, 13.437259], [2.110695, 2.132535, 2.281073, 3.061586, 9.634401], [6.839754, 7.127699, 7.840284, 9.930068, 59.607583], [11.580519, 12.315975, 13.514269, 16.796393, 50.571236], [9.603297, 10.108853, 11.155718, 13.935565, 28.493562]]
### 14
fourier: [[2.645772, 2.764610, 3.061575, 3.820617, 23.653048], [1.566907, 1.631768, 1.777681, 2.261557, 23.387869], [1.039394, 1.093059, 1.222566, 1.500172, 28.067317], [1.183747, 1.233595, 1.342336, 1.614770, 6.056804], [2.650608, 2.750334, 3.055207, 3.392360, 3.833687], [1.081382, 1.124969, 1.265673, 1.564704, 36.294444], [1.687292, 1.840860, 1.925537, 2.117090, 2.656358], [2.221055, 2.313806, 2.519960, 3.205412, 8.845970], [0.747601, 0.776876, 0.874538, 1.143208, 59.559415], [1.494714, 1.516090, 1.675782, 1.979030, 20.038372]]
### 16
fourier: [[0.146273, 0.151065, 0.152727, 0.166004, 17.648427], [0.236414, 0.248481, 0.295990, 0.309911, 7.127843], [0.303827, 0.305536, 0.325906, 0.447551, 43.354434], [0.714285, 0.776164, 0.778046, 0.931976, 3.518578], [0.510925, 0.538273, 0.539104, 0.540450, 0.640957], [0.915511, 0.929086, 1.001868, 1.260380, 20.382634], [0.625870, 0.655089, 0.682210, 0.898650, 40.109222], [0.283764, 0.296701, 0.300002, 0.416728, 7.532544], [0.843338, 0.888349, 0.908074, 1.177117, 15.629964], [0.519387, 0.548300, 0.556178, 0.671559, 31.840751]]
### 18
fourier: [[0.339224, 0.352360, 0.352905, 0.375035, 12.143990]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 10
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.650030, 15.713911, 17.763558, 17.815488, 21.719290], [23.667425, 24.059165, 25.867325, 30.474283, 172.702944], [20.903199, 22.681518, 23.139837, 23.662836, 187.144271], [29.508199, 29.771249, 37.462106, 37.619480, 250.521952], [22.321316, 24.623217, 32.355305, 32.607038, 205.134408], [26.035694, 27.111151, 32.366529, 34.476522, 258.159120], [27.998218, 28.800909, 29.673380, 31.415759, 186.417293], [17.259870, 17.385378, 18.796987, 19.208849, 157.132645], [14.901076, 16.423702, 18.641891, 18.817517, 25.522771], [29.891761, 30.464181, 30.827541, 31.118517, 110.155674]]
### 2
fourier: [[22.886414, 24.546888, 27.614050, 29.324087, 209.882520], [17.183427, 18.664334, 19.319522, 21.722442, 64.442109], [17.023588, 18.627809, 18.684296, 20.574501, 199.261987], [19.964068, 20.080738, 21.525573, 21.575490, 28.411207], [3.916522, 4.503765, 4.584800, 5.150742, 52.156923], [18.261303, 19.198284, 19.466451, 19.562934, 179.791193], [13.914878, 14.843819, 15.359718, 16.584219, 83.880348], [15.681941, 16.289630, 18.790130, 21.483213, 186.226858], [25.321508, 25.326947, 25.757129, 28.067300, 269.419433], [24.685613, 25.116228, 26.704257, 29.921610, 70.506361]]
### 4
fourier: [[8.555462, 8.922318, 9.848147, 10.477009, 76.716904], [12.272424, 14.920971, 16.399832, 22.749153, 37.093437], [2.531095, 2.571846, 2.714985, 2.814897, 43.929756], [16.467999, 19.844473, 20.804083, 21.628493, 29.429235], [15.811096, 17.092398, 17.517113, 25.452784, 66.850426], [9.457168, 9.463227, 9.826501, 10.734617, 80.429306], [11.498649, 11.920046, 14.179424, 15.546198, 205.624757], [8.893544, 9.442111, 9.875227, 10.261972, 91.365602], [10.759235, 12.337305, 13.546500, 18.596124, 27.737590], [15.580883, 15.686356, 17.048773, 21.172958, 74.215009]]
### 6
fourier: [[11.443031, 11.503477, 12.750470, 17.350185, 66.977196], [10.221059, 11.182893, 13.365043, 17.401084, 25.611026], [4.553643, 4.568939, 5.407359, 5.764941, 110.997178], [10.385566, 11.335304, 13.143260, 17.708377, 22.674222], [8.714431, 9.467498, 9.595497, 13.460746, 67.336985], [5.017190, 5.489158, 5.494880, 5.645337, 8.238731], [14.854792, 16.473925, 18.617930, 25.690110, 30.309897], [10.617641, 11.095298, 13.182317, 16.727461, 50.275527], [3.762880, 4.237029, 5.162450, 5.214106, 37.592077], [13.837800, 13.891985, 15.304014, 21.482470, 35.216523]]
### 8
fourier: [[9.498114, 9.764381, 10.997985, 13.944219, 54.894085], [18.587209, 19.260968, 21.294348, 27.112552, 72.192247], [11.348911, 11.752552, 12.764884, 16.349282, 55.877648], [3.022164, 3.049418, 3.101901, 4.494929, 21.449205], [13.144776, 13.580674, 15.396207, 19.359440, 55.551322], [3.343234, 3.397887, 3.724854, 4.820736, 34.631175], [5.950273, 6.011463, 6.345740, 8.655788, 42.773617], [16.119614, 16.404352, 18.069808, 23.334396, 77.898939], [3.467025, 3.609520, 4.075951, 5.336699, 33.880880], [13.707320, 13.934698, 15.459722, 20.008061, 51.474590]]
### 10
fourier: [[1.952065, 1.957106, 2.206843, 2.856081, 34.119179], [7.285447, 7.459551, 8.249074, 10.589558, 30.573546], [4.315130, 4.486435, 4.913528, 6.248524, 55.707590], [5.597112, 6.282736, 6.487700, 7.090969, 9.077120], [12.044593, 12.402404, 13.665764, 17.502088, 20.149696], [19.377299, 19.893333, 21.943518, 28.130953, 82.544941], [11.223090, 11.513452, 12.766161, 16.350811, 58.381703], [7.176827, 7.248887, 8.050440, 10.416873, 32.781616], [16.551470, 16.925324, 18.691225, 24.027179, 99.431107], [4.455451, 4.485227, 5.011991, 6.486288, 49.429082]]
### 12
fourier: [[5.195474, 5.500095, 6.080817, 7.541386, 38.409817], [2.527700, 2.706209, 2.935008, 3.935922, 31.509041], [2.608781, 2.784795, 3.086704, 3.724867, 35.975203], [4.158000, 4.446953, 4.888029, 5.894484, 32.372301], [3.818432, 3.863406, 4.350416, 5.554590, 80.365547], [2.222863, 2.347487, 2.658107, 3.222348, 13.437259], [2.110695, 2.132535, 2.281073, 3.061586, 9.634401], [6.839754, 7.127699, 7.840284, 9.930068, 59.607583], [11.580519, 12.315975, 13.514269, 16.796393, 50.571236], [9.603297, 10.108853, 11.155718, 13.935565, 28.493562]]
### 14
fourier: [[2.645772, 2.764610, 3.061575, 3.820617, 23.653048], [1.566907, 1.631768, 1.777681, 2.261557, 23.387869], [1.039394, 1.093059, 1.222566, 1.500172, 28.067317], [1.183747, 1.233595, 1.342336, 1.614770, 6.056804], [2.650608, 2.750334, 3.055207, 3.392360, 3.833687], [1.081382, 1.124969, 1.265673, 1.564704, 36.294444], [1.687292, 1.840860, 1.925537, 2.117090, 2.656358], [2.221055, 2.313806, 2.519960, 3.205412, 8.845970], [0.747601, 0.776876, 0.874538, 1.143208, 59.559415], [1.494714, 1.516090, 1.675782, 1.979030, 20.038372]]
### 16
fourier: [[0.146273, 0.151065, 0.152727, 0.166004, 17.648427], [0.236414, 0.248481, 0.295990, 0.309911, 7.127843], [0.303827, 0.305536, 0.325906, 0.447551, 43.354434], [0.714285, 0.776164, 0.778046, 0.931976, 3.518578], [0.510925, 0.538273, 0.539104, 0.540450, 0.640957], [0.915511, 0.929086, 1.001868, 1.260380, 20.382634], [0.625870, 0.655089, 0.682210, 0.898650, 40.109222], [0.283764, 0.296701, 0.300002, 0.416728, 7.532544], [0.843338, 0.888349, 0.908074, 1.177117, 15.629964], [0.519387, 0.548300, 0.556178, 0.671559, 31.840751]]
### 18
fourier: [[0.339224, 0.352360, 0.352905, 0.375035, 12.143990]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.7082321643829346, "train_acc": 0.42, "val_loss": 0.7084004282951355, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6723715960979462, "train_acc": 0.595, "val_loss": 0.7469754219055176, "val_acc": 0.4}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6072551310062408, "train_acc": 0.595, "val_loss": 0.642880380153656, "val_acc": 0.4}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 1.1075106859207153, "train_acc": 0.525, "val_loss": 0.5119632482528687, "val_acc": 0.4}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.542212724685669, "train_acc": 0.6, "val_loss": 0.6688470244407654, "val_acc": 0.7}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6857543289661407, "train_acc": 0.54, "val_loss": 0.6724779009819031, "val_acc": 0.6}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.6949852108955383, "train_acc": 0.475, "val_loss": 0.6683708429336548, "val_acc": 0.6}], "summary": {"total_epochs": 7, "degraded_epochs": 3, "improved_epochs": 4, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7084004282951355, "final_val_loss": 0.642880380153656, "initial_val_acc": 0.4, "final_val_acc": 0.4, "best_val_acc": 0.4}, "improved_stage": {"initial_val_loss": 0.5119632482528687, "final_val_loss": 0.6683708429336548, "initial_val_acc": 0.4, "final_val_acc": 0.6, "best_val_acc": 0.7, "best_epoch": 4}, "improvement": 0.29999999999999993, "first_improvement_epoch": 2}}
|
9,985
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.42, "improved_accuracy": 0.88, "improvement": 0.46, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3904, "learning_rate": 0.05927605898433379, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[23.629426, 23.636071, 24.877464, 27.870196, 29.319886], [20.601897, 22.812457, 23.252529, 26.038935, 98.233730], [26.928096, 27.271011, 30.017573, 30.426292, 35.273748], [20.710177, 20.868376, 22.227457, 28.234148, 69.028000], [30.994282, 31.901481, 34.728235, 39.880594, 160.289830], [31.062567, 34.772414, 37.752705, 39.653752, 171.999755], [17.981070, 20.143394, 21.218674, 21.652160, 44.097637], [31.302449, 31.424263, 33.771131, 35.069134, 39.515966], [30.723187, 31.981993, 33.287508, 35.001724, 52.596289], [25.196154, 26.177044, 26.287054, 28.955588, 29.103964], [20.690828, 21.002400, 27.146362, 29.141981, 149.634263], [22.916555, 24.350626, 26.055009, 28.834421, 41.623028], [27.900288, 28.434430, 29.592945, 30.101112, 261.357285], [16.080512, 16.345655, 16.405953, 18.902606, 52.796954]]
### 2
fourier: [[22.357717, 26.839928, 28.904854, 33.964464, 39.959292], [34.325157, 39.241447, 43.060856, 53.959013, 68.193275], [19.508529, 23.217216, 24.197007, 27.448367, 141.373789], [24.942028, 32.006743, 33.289453, 36.999474, 40.806775], [15.584016, 15.636166, 16.656024, 18.392263, 63.983551], [16.706593, 17.342642, 19.333875, 19.453767, 22.661824], [14.762599, 17.821361, 18.662126, 21.706411, 24.541586], [20.988615, 21.039989, 21.528526, 25.796377, 27.158888], [20.134836, 23.102079, 23.540488, 29.197817, 78.803364], [25.462574, 31.496882, 35.774417, 37.527862, 56.454289], [14.639923, 14.942664, 15.329882, 15.349923, 20.420672], [25.724317, 26.071688, 33.054389, 33.902680, 44.777487], [17.778438, 18.466875, 24.209253, 24.969862, 49.261331], [30.781898, 31.422874, 37.012629, 41.271911, 59.047650]]
### 4
fourier: [[27.943941, 31.534282, 37.313320, 45.680208, 68.663956], [27.323193, 28.230080, 28.573766, 32.492172, 39.295825], [27.501217, 28.332922, 35.311802, 41.867520, 58.286835], [38.356125, 41.549417, 45.585051, 58.708944, 145.420837], [15.635942, 16.596662, 18.310482, 21.191260, 83.072206], [13.544689, 16.756324, 18.031588, 21.118082, 23.628079], [25.424473, 27.624581, 31.607739, 41.805939, 73.332886], [8.465410, 8.767001, 11.153800, 12.567238, 77.328042], [6.744840, 6.778955, 7.130968, 8.085454, 76.411783], [18.623221, 19.163440, 25.696822, 30.211020, 36.082927], [14.645381, 16.493429, 16.524765, 16.982710, 43.208494], [8.898461, 9.818522, 10.163203, 12.494862, 82.834751], [57.131535, 66.739997, 69.598996, 91.081421, 127.165315], [20.657623, 21.522283, 26.031070, 31.700829, 52.313175]]
### 6
fourier: [[22.261607, 24.329405, 24.947474, 33.723357, 87.978427], [22.849321, 24.915542, 25.739084, 32.364926, 94.315728], [15.567190, 16.816865, 17.054549, 19.900567, 22.311916], [31.900267, 34.735625, 35.135917, 44.900837, 47.935260], [5.272526, 5.296817, 5.730524, 5.938265, 25.552157], [45.982759, 47.079318, 58.318666, 61.882694, 65.527881], [14.719854, 15.081456, 17.541377, 21.143630, 43.944850], [56.157389, 58.055279, 63.642857, 81.183451, 203.160133], [26.328727, 26.663216, 29.472249, 38.528560, 107.496178], [11.656484, 11.938885, 12.548708, 13.599346, 17.326465], [18.258970, 19.208144, 20.827144, 27.625219, 54.944744], [15.812431, 17.699841, 18.199478, 24.391393, 34.734291], [7.736916, 8.131971, 8.869329, 10.165949, 59.072747], [18.700520, 18.711679, 21.260302, 27.041784, 58.079148]]
### 8
fourier: [[6.790149, 6.849213, 7.051422, 9.767513, 97.604442], [23.048867, 23.862668, 24.070087, 31.238717, 85.569885], [56.121156, 58.666637, 60.074912, 78.047936, 229.812772], [23.349667, 23.745799, 29.096912, 35.899195, 56.988104], [47.461089, 48.152222, 57.696207, 70.683148, 167.605013], [14.207227, 14.283163, 15.438419, 18.559329, 72.540966], [45.600614, 45.610758, 53.882361, 67.088561, 164.274964], [19.063335, 19.195750, 21.086804, 27.040919, 43.925940], [47.999284, 50.502294, 53.357129, 66.545661, 192.894134], [22.819925, 23.118590, 27.509332, 34.363474, 104.835106], [21.254587, 22.168307, 26.284494, 32.777989, 73.970564], [88.321107, 92.248284, 107.932343, 135.119574, 232.388129], [6.992501, 7.205228, 7.421262, 7.870032, 9.424282], [66.192410, 69.906245, 81.879409, 103.228876, 157.293590]]
### 10
fourier: [[36.008355, 36.582578, 43.647492, 55.545896, 106.963241], [38.385404, 38.400825, 44.074348, 57.131744, 156.420660], [48.319585, 48.723993, 54.589353, 70.816110, 135.783300], [31.710797, 32.877807, 40.189355, 49.505243, 62.895523], [21.213426, 21.513335, 24.244549, 30.169587, 83.165009], [11.386785, 11.801504, 13.380354, 14.366455, 46.188293], [146.776646, 146.998364, 168.039642, 215.250154, 597.426341], [46.490134, 47.227575, 52.213022, 67.976935, 147.817375], [50.236300, 50.938623, 57.795176, 74.312680, 190.646380], [110.083185, 111.783485, 126.600029, 161.718457, 359.701407], [7.535478, 8.178037, 8.245770, 9.084303, 11.234061], [42.343396, 43.704466, 44.354452, 58.184006, 156.950272], [64.357169, 65.431892, 73.142925, 93.958263, 218.598480], [28.647986, 29.860318, 30.472189, 39.340557, 105.136838]]
### 12
fourier: [[49.089092, 50.633094, 53.515089, 68.949532, 126.278944], [43.485909, 43.695608, 46.861167, 60.956202, 102.188010], [70.900595, 72.197331, 82.614612, 104.332935, 196.831579], [21.761263, 22.587919, 27.428103, 34.302724, 44.069784], [111.307947, 112.826591, 123.878906, 158.362817, 477.389476], [17.538450, 17.870136, 19.992002, 24.855053, 108.941172], [75.274089, 75.481281, 84.168261, 107.254802, 257.750254], [67.584096, 68.204165, 77.794287, 98.275655, 165.270249], [80.063241, 80.684725, 90.299681, 115.403564, 245.224058], [54.387808, 55.301866, 60.514314, 77.012558, 215.189361], [30.618038, 31.227491, 32.254985, 41.625123, 166.308794], [84.869662, 85.580844, 96.072926, 122.251179, 271.729528], [38.496450, 38.893314, 43.510149, 54.596564, 186.693659], [73.528321, 74.527664, 81.528175, 104.816701, 338.508132]]
### 14
fourier: [[101.017831, 101.298260, 114.505017, 145.362000, 275.870691], [120.126102, 120.893103, 135.880106, 172.608671, 412.482344], [4.123447, 4.421447, 4.730908, 5.848180, 10.053488], [90.673476, 91.354110, 102.276853, 129.099457, 303.575871], [160.831694, 161.838592, 181.530243, 228.754141, 541.160021], [125.992389, 127.936675, 141.836394, 178.800397, 437.428720], [29.451242, 29.977436, 34.675290, 43.542276, 57.896324], [14.245840, 14.993586, 15.701401, 19.567287, 37.990326], [83.350543, 83.573371, 94.471438, 120.187349, 242.192194], [121.855941, 125.551041, 135.324332, 170.185403, 505.694445], [129.983764, 134.010644, 146.144003, 182.244127, 529.958723], [7.254211, 7.536194, 7.578718, 9.114935, 10.933277], [103.555661, 104.742951, 114.935399, 145.719942, 452.364328], [112.004878, 113.535371, 127.935884, 163.505354, 342.925906]]
### 16
fourier: [[4.571657, 4.927480, 5.656124, 6.319219, 144.806967], [117.076976, 120.997486, 130.712903, 163.260023, 437.862231], [90.145655, 96.173598, 99.871460, 122.912157, 393.276713], [79.158007, 79.724542, 91.910241, 118.523758, 127.289203], [23.710521, 24.884996, 26.079534, 32.391417, 105.895203], [109.876692, 111.622667, 127.402097, 161.759731, 309.754717], [41.565381, 42.778585, 46.244504, 58.039984, 196.182397], [131.959869, 134.461630, 153.633442, 195.861757, 388.962807], [159.935612, 166.373309, 178.376163, 222.342638, 627.532678], [99.084363, 99.973275, 113.862451, 144.141641, 320.142296], [236.969924, 238.433636, 267.159734, 337.188197, 837.319578], [64.997726, 66.166193, 74.557678, 95.314303, 229.604402], [47.944871, 48.366752, 55.081316, 69.355885, 175.113176], [34.359501, 34.939784, 41.125338, 51.682385, 76.914263]]
### 18
fourier: [[107.978709, 109.106717, 126.054020, 160.663988, 234.937210], [104.328042, 104.743368, 121.081975, 155.614010, 233.631807], [152.995533, 153.952278, 179.309115, 230.499805, 304.775217], [206.533749, 208.754034, 237.737476, 301.413915, 647.352798], [129.098174, 131.182358, 145.952694, 183.094775, 456.227353], [105.618810, 106.124640, 120.996810, 152.998275, 321.875524], [175.343052, 177.631757, 203.182164, 259.173349, 509.000347], [187.626519, 190.232426, 217.896691, 277.632475, 515.188421], [162.210662, 164.451978, 188.421819, 239.920557, 456.231063], [159.364608, 161.708863, 184.762089, 235.635489, 466.525914], [214.376866, 218.416343, 241.438862, 303.049814, 799.320296], [210.890471, 214.403109, 244.982795, 311.664379, 623.442939], [32.836919, 33.599583, 33.689083, 40.556557, 52.895926], [114.556284, 118.519369, 128.903756, 160.603709, 417.228732]]
### 20
fourier: [[93.892078, 94.319079, 108.754414, 139.655253, 212.122003]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[23.629426, 23.636071, 24.877464, 27.870196, 29.319886], [20.601897, 22.812457, 23.252529, 26.038935, 98.233730], [26.928096, 27.271011, 30.017573, 30.426292, 35.273748], [20.710177, 20.868376, 22.227457, 28.234148, 69.028000], [30.994282, 31.901481, 34.728235, 39.880594, 160.289830], [31.062567, 34.772414, 37.752705, 39.653752, 171.999755], [17.981070, 20.143394, 21.218674, 21.652160, 44.097637], [31.302449, 31.424263, 33.771131, 35.069134, 39.515966], [30.723187, 31.981993, 33.287508, 35.001724, 52.596289], [25.196154, 26.177044, 26.287054, 28.955588, 29.103964], [20.690828, 21.002400, 27.146362, 29.141981, 149.634263], [22.916555, 24.350626, 26.055009, 28.834421, 41.623028], [27.900288, 28.434430, 29.592945, 30.101112, 261.357285], [16.080512, 16.345655, 16.405953, 18.902606, 52.796954]]
### 2
fourier: [[22.357717, 26.839928, 28.904854, 33.964464, 39.959292], [34.325157, 39.241447, 43.060856, 53.959013, 68.193275], [19.508529, 23.217216, 24.197007, 27.448367, 141.373789], [24.942028, 32.006743, 33.289453, 36.999474, 40.806775], [15.584016, 15.636166, 16.656024, 18.392263, 63.983551], [16.706593, 17.342642, 19.333875, 19.453767, 22.661824], [14.762599, 17.821361, 18.662126, 21.706411, 24.541586], [20.988615, 21.039989, 21.528526, 25.796377, 27.158888], [20.134836, 23.102079, 23.540488, 29.197817, 78.803364], [25.462574, 31.496882, 35.774417, 37.527862, 56.454289], [14.639923, 14.942664, 15.329882, 15.349923, 20.420672], [25.724317, 26.071688, 33.054389, 33.902680, 44.777487], [17.778438, 18.466875, 24.209253, 24.969862, 49.261331], [30.781898, 31.422874, 37.012629, 41.271911, 59.047650]]
### 4
fourier: [[27.943941, 31.534282, 37.313320, 45.680208, 68.663956], [27.323193, 28.230080, 28.573766, 32.492172, 39.295825], [27.501217, 28.332922, 35.311802, 41.867520, 58.286835], [38.356125, 41.549417, 45.585051, 58.708944, 145.420837], [15.635942, 16.596662, 18.310482, 21.191260, 83.072206], [13.544689, 16.756324, 18.031588, 21.118082, 23.628079], [25.424473, 27.624581, 31.607739, 41.805939, 73.332886], [8.465410, 8.767001, 11.153800, 12.567238, 77.328042], [6.744840, 6.778955, 7.130968, 8.085454, 76.411783], [18.623221, 19.163440, 25.696822, 30.211020, 36.082927], [14.645381, 16.493429, 16.524765, 16.982710, 43.208494], [8.898461, 9.818522, 10.163203, 12.494862, 82.834751], [57.131535, 66.739997, 69.598996, 91.081421, 127.165315], [20.657623, 21.522283, 26.031070, 31.700829, 52.313175]]
### 6
fourier: [[22.261607, 24.329405, 24.947474, 33.723357, 87.978427], [22.849321, 24.915542, 25.739084, 32.364926, 94.315728], [15.567190, 16.816865, 17.054549, 19.900567, 22.311916], [31.900267, 34.735625, 35.135917, 44.900837, 47.935260], [5.272526, 5.296817, 5.730524, 5.938265, 25.552157], [45.982759, 47.079318, 58.318666, 61.882694, 65.527881], [14.719854, 15.081456, 17.541377, 21.143630, 43.944850], [56.157389, 58.055279, 63.642857, 81.183451, 203.160133], [26.328727, 26.663216, 29.472249, 38.528560, 107.496178], [11.656484, 11.938885, 12.548708, 13.599346, 17.326465], [18.258970, 19.208144, 20.827144, 27.625219, 54.944744], [15.812431, 17.699841, 18.199478, 24.391393, 34.734291], [7.736916, 8.131971, 8.869329, 10.165949, 59.072747], [18.700520, 18.711679, 21.260302, 27.041784, 58.079148]]
### 8
fourier: [[6.790149, 6.849213, 7.051422, 9.767513, 97.604442], [23.048867, 23.862668, 24.070087, 31.238717, 85.569885], [56.121156, 58.666637, 60.074912, 78.047936, 229.812772], [23.349667, 23.745799, 29.096912, 35.899195, 56.988104], [47.461089, 48.152222, 57.696207, 70.683148, 167.605013], [14.207227, 14.283163, 15.438419, 18.559329, 72.540966], [45.600614, 45.610758, 53.882361, 67.088561, 164.274964], [19.063335, 19.195750, 21.086804, 27.040919, 43.925940], [47.999284, 50.502294, 53.357129, 66.545661, 192.894134], [22.819925, 23.118590, 27.509332, 34.363474, 104.835106], [21.254587, 22.168307, 26.284494, 32.777989, 73.970564], [88.321107, 92.248284, 107.932343, 135.119574, 232.388129], [6.992501, 7.205228, 7.421262, 7.870032, 9.424282], [66.192410, 69.906245, 81.879409, 103.228876, 157.293590]]
### 10
fourier: [[36.008355, 36.582578, 43.647492, 55.545896, 106.963241], [38.385404, 38.400825, 44.074348, 57.131744, 156.420660], [48.319585, 48.723993, 54.589353, 70.816110, 135.783300], [31.710797, 32.877807, 40.189355, 49.505243, 62.895523], [21.213426, 21.513335, 24.244549, 30.169587, 83.165009], [11.386785, 11.801504, 13.380354, 14.366455, 46.188293], [146.776646, 146.998364, 168.039642, 215.250154, 597.426341], [46.490134, 47.227575, 52.213022, 67.976935, 147.817375], [50.236300, 50.938623, 57.795176, 74.312680, 190.646380], [110.083185, 111.783485, 126.600029, 161.718457, 359.701407], [7.535478, 8.178037, 8.245770, 9.084303, 11.234061], [42.343396, 43.704466, 44.354452, 58.184006, 156.950272], [64.357169, 65.431892, 73.142925, 93.958263, 218.598480], [28.647986, 29.860318, 30.472189, 39.340557, 105.136838]]
### 12
fourier: [[49.089092, 50.633094, 53.515089, 68.949532, 126.278944], [43.485909, 43.695608, 46.861167, 60.956202, 102.188010], [70.900595, 72.197331, 82.614612, 104.332935, 196.831579], [21.761263, 22.587919, 27.428103, 34.302724, 44.069784], [111.307947, 112.826591, 123.878906, 158.362817, 477.389476], [17.538450, 17.870136, 19.992002, 24.855053, 108.941172], [75.274089, 75.481281, 84.168261, 107.254802, 257.750254], [67.584096, 68.204165, 77.794287, 98.275655, 165.270249], [80.063241, 80.684725, 90.299681, 115.403564, 245.224058], [54.387808, 55.301866, 60.514314, 77.012558, 215.189361], [30.618038, 31.227491, 32.254985, 41.625123, 166.308794], [84.869662, 85.580844, 96.072926, 122.251179, 271.729528], [38.496450, 38.893314, 43.510149, 54.596564, 186.693659], [73.528321, 74.527664, 81.528175, 104.816701, 338.508132]]
### 14
fourier: [[101.017831, 101.298260, 114.505017, 145.362000, 275.870691], [120.126102, 120.893103, 135.880106, 172.608671, 412.482344], [4.123447, 4.421447, 4.730908, 5.848180, 10.053488], [90.673476, 91.354110, 102.276853, 129.099457, 303.575871], [160.831694, 161.838592, 181.530243, 228.754141, 541.160021], [125.992389, 127.936675, 141.836394, 178.800397, 437.428720], [29.451242, 29.977436, 34.675290, 43.542276, 57.896324], [14.245840, 14.993586, 15.701401, 19.567287, 37.990326], [83.350543, 83.573371, 94.471438, 120.187349, 242.192194], [121.855941, 125.551041, 135.324332, 170.185403, 505.694445], [129.983764, 134.010644, 146.144003, 182.244127, 529.958723], [7.254211, 7.536194, 7.578718, 9.114935, 10.933277], [103.555661, 104.742951, 114.935399, 145.719942, 452.364328], [112.004878, 113.535371, 127.935884, 163.505354, 342.925906]]
### 16
fourier: [[4.571657, 4.927480, 5.656124, 6.319219, 144.806967], [117.076976, 120.997486, 130.712903, 163.260023, 437.862231], [90.145655, 96.173598, 99.871460, 122.912157, 393.276713], [79.158007, 79.724542, 91.910241, 118.523758, 127.289203], [23.710521, 24.884996, 26.079534, 32.391417, 105.895203], [109.876692, 111.622667, 127.402097, 161.759731, 309.754717], [41.565381, 42.778585, 46.244504, 58.039984, 196.182397], [131.959869, 134.461630, 153.633442, 195.861757, 388.962807], [159.935612, 166.373309, 178.376163, 222.342638, 627.532678], [99.084363, 99.973275, 113.862451, 144.141641, 320.142296], [236.969924, 238.433636, 267.159734, 337.188197, 837.319578], [64.997726, 66.166193, 74.557678, 95.314303, 229.604402], [47.944871, 48.366752, 55.081316, 69.355885, 175.113176], [34.359501, 34.939784, 41.125338, 51.682385, 76.914263]]
### 18
fourier: [[107.978709, 109.106717, 126.054020, 160.663988, 234.937210], [104.328042, 104.743368, 121.081975, 155.614010, 233.631807], [152.995533, 153.952278, 179.309115, 230.499805, 304.775217], [206.533749, 208.754034, 237.737476, 301.413915, 647.352798], [129.098174, 131.182358, 145.952694, 183.094775, 456.227353], [105.618810, 106.124640, 120.996810, 152.998275, 321.875524], [175.343052, 177.631757, 203.182164, 259.173349, 509.000347], [187.626519, 190.232426, 217.896691, 277.632475, 515.188421], [162.210662, 164.451978, 188.421819, 239.920557, 456.231063], [159.364608, 161.708863, 184.762089, 235.635489, 466.525914], [214.376866, 218.416343, 241.438862, 303.049814, 799.320296], [210.890471, 214.403109, 244.982795, 311.664379, 623.442939], [32.836919, 33.599583, 33.689083, 40.556557, 52.895926], [114.556284, 118.519369, 128.903756, 160.603709, 417.228732]]
### 20
fourier: [[93.892078, 94.319079, 108.754414, 139.655253, 212.122003]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6960633099079132, "train_acc": 0.465, "val_loss": 0.7523926496505737, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6757400929927826, "train_acc": 0.585, "val_loss": 0.743068516254425, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6599121987819672, "train_acc": 0.585, "val_loss": 0.6336613893508911, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 2.121049612760544, "train_acc": 0.52, "val_loss": 0.5962477326393127, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6230062246322632, "train_acc": 0.725, "val_loss": 0.6470749378204346, "val_acc": 0.64}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.687590628862381, "train_acc": 0.545, "val_loss": 0.5958927273750305, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.5928279757499695, "train_acc": 0.665, "val_loss": 0.4981687068939209, "val_acc": 0.78}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.45481398701667786, "train_acc": 0.74, "val_loss": 0.4106425940990448, "val_acc": 0.84}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.41510456800460815, "train_acc": 0.82, "val_loss": 1.5727306604385376, "val_acc": 0.76}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 1.044773906469345, "train_acc": 0.76, "val_loss": 0.33697617053985596, "val_acc": 0.88}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.42700886726379395, "train_acc": 0.81, "val_loss": 0.47769850492477417, "val_acc": 0.88}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.43625618517398834, "train_acc": 0.83, "val_loss": 0.40590187907218933, "val_acc": 0.88}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.37906111776828766, "train_acc": 0.835, "val_loss": 0.36183032393455505, "val_acc": 0.88}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.7523926496505737, "final_val_loss": 0.6336613893508911, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.5962477326393127, "final_val_loss": 0.36183032393455505, "initial_val_acc": 0.84, "final_val_acc": 0.88, "best_val_acc": 0.88, "best_epoch": 9}, "improvement": 0.46, "first_improvement_epoch": 2}}
|
9,986
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.66, "improved_accuracy": 0.88, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 7203, "learning_rate": 0.07599424093348037, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[44.795015, 45.994870, 46.910487, 48.572452, 143.783951], [31.135542, 35.406215, 36.211359, 38.134977, 129.849965], [50.280989, 50.932509, 51.615555, 61.314886, 348.356727], [49.746695, 56.031491, 57.560535, 60.062236, 213.300028], [42.810339, 43.809802, 46.130871, 51.453179, 250.034133], [45.095946, 46.494983, 48.410659, 59.973676, 204.129581], [27.868429, 33.383956, 36.629104, 40.991713, 266.589564], [50.099865, 55.192576, 55.284068, 58.947931, 251.340741], [41.911227, 42.196959, 42.715806, 43.756807, 48.689468], [16.818284, 18.640148, 18.964496, 25.129423, 49.870657], [25.707328, 28.712798, 31.088259, 34.055201, 37.989969], [3.966110, 3.968694, 4.459909, 4.974738, 79.558170], [27.200305, 27.985611, 28.501092, 28.743547, 31.047988], [34.530250, 36.281823, 39.342493, 55.071398, 65.958997]]
### 2
fourier: [[72.560955, 75.039559, 77.681577, 78.469763, 567.190568], [104.202090, 105.968641, 121.387434, 141.674771, 351.843490], [170.678566, 171.974709, 199.731250, 201.241358, 795.053672], [111.192549, 111.980363, 122.289128, 148.647203, 312.340704], [108.858350, 109.131256, 116.915943, 122.660375, 636.151987], [70.240086, 75.585637, 82.192898, 84.957499, 407.958703], [148.357077, 151.713365, 182.305292, 186.962976, 654.802732], [64.637074, 65.258692, 70.222482, 71.432902, 456.678248], [161.213855, 175.652255, 175.871223, 203.524917, 1111.899262], [202.892238, 219.450166, 226.351583, 248.321125, 1151.938196], [116.521641, 119.429430, 136.272449, 141.307134, 556.447149], [108.090612, 110.175523, 130.400373, 132.910807, 473.292121], [40.069105, 44.016961, 45.117358, 49.223096, 350.548845], [136.468676, 139.511982, 172.394719, 180.998320, 540.095759]]
### 4
fourier: [[268.838452, 274.818520, 279.138467, 301.641606, 1531.307916], [55.691301, 56.835228, 60.449002, 64.676280, 316.880203], [392.141808, 408.758524, 461.308871, 488.689058, 2133.210167], [118.964064, 122.899632, 125.084463, 126.726937, 644.020345], [77.479086, 77.607223, 78.177675, 101.667050, 336.112958], [73.944422, 75.788941, 76.081567, 85.744932, 293.103388], [224.460570, 226.142100, 229.814667, 233.286119, 1163.232386], [65.959312, 76.599884, 83.538203, 83.600241, 512.684668], [169.796362, 178.273959, 201.818946, 209.872682, 907.607519], [378.457495, 384.858944, 456.705309, 470.959986, 1981.260141], [56.498190, 59.773472, 61.859794, 68.167331, 296.124892], [215.291773, 215.681679, 217.803198, 231.121990, 1108.759148], [215.257117, 228.795801, 273.939733, 277.851605, 1154.098229], [235.080909, 235.522530, 237.325595, 256.644499, 1270.756304]]
### 6
fourier: [[227.192571, 238.778690, 244.068190, 251.515166, 1353.582386], [111.893378, 136.279253, 157.808310, 181.263899, 788.154766], [418.780881, 419.453586, 430.730928, 485.215622, 2445.546197], [307.174041, 324.354936, 330.209273, 340.164324, 1821.528740], [77.927874, 81.583509, 93.880965, 111.916986, 450.032851], [428.345701, 431.613424, 445.237121, 494.287264, 2499.531686], [652.414838, 653.723997, 744.989960, 785.739686, 3540.855737], [246.412810, 255.627403, 298.763894, 303.465095, 1283.713697], [13.132995, 13.195181, 14.112546, 19.124260, 21.579937], [468.531009, 490.766993, 580.914155, 581.510807, 2390.581626], [39.997535, 40.129757, 41.119169, 45.990430, 249.553055], [93.197587, 96.405688, 98.697913, 129.112732, 134.802397], [173.520661, 174.350760, 179.116771, 200.422804, 966.159493], [240.935658, 257.881752, 261.318414, 264.498560, 1485.411958]]
### 8
fourier: [[259.456008, 271.026513, 313.979655, 319.909259, 1381.161267], [822.367374, 827.576276, 936.579789, 989.705974, 4502.350348], [164.966064, 167.605485, 191.390616, 197.440069, 1043.111827], [571.373401, 593.820861, 703.072136, 744.735218, 2636.445858], [402.008611, 402.086808, 411.147910, 465.572024, 2341.567668], [61.319582, 62.621594, 73.217801, 80.506262, 265.065058], [311.043725, 328.299743, 389.023392, 401.432844, 1569.814184], [48.451678, 60.118119, 69.881009, 77.637301, 362.539267], [70.556616, 88.573713, 103.818538, 113.838227, 580.826005], [730.333266, 740.957439, 841.482015, 883.460767, 4004.399372], [133.298671, 135.580645, 145.605209, 159.609069, 769.458766], [71.227138, 85.827005, 99.988900, 109.447925, 537.002027], [269.258935, 272.804339, 312.519625, 364.309106, 906.127363], [74.499841, 76.263753, 86.691252, 89.955703, 496.521417]]
### 10
fourier: [[980.483226, 987.140478, 1059.638871, 1167.145838, 5582.089446], [72.115316, 77.403805, 79.603950, 79.713568, 458.712267], [1114.885477, 1126.578759, 1269.837630, 1342.413963, 6163.085551], [1155.350456, 1175.629060, 1327.496089, 1396.717566, 6348.624751], [143.873983, 144.959588, 148.023458, 167.787573, 844.530318], [870.998163, 881.205012, 995.799313, 1049.901037, 4773.826801], [687.281736, 702.778628, 808.433648, 835.713972, 3708.904058], [368.965032, 384.130825, 396.489061, 414.018650, 2286.199126], [813.873448, 837.605548, 957.780206, 992.850472, 4401.412094], [263.515071, 272.365011, 283.383186, 297.536735, 1652.071209], [1194.666360, 1207.962263, 1360.242641, 1437.857216, 6524.754874], [535.243289, 542.689921, 564.988746, 608.834523, 3221.330676], [1261.044115, 1274.278506, 1416.000840, 1512.473218, 6969.479734], [1019.696508, 1044.871540, 1189.293953, 1238.508557, 5558.099318]]
### 12
fourier: [[1375.832482, 1390.043490, 1545.499028, 1650.041978, 7651.238042], [1222.429587, 1222.707005, 1339.076506, 1453.834328, 6903.467698], [3698.705446, 3706.925951, 4030.411141, 4397.990944, 20925.984587], [1053.666063, 1062.484580, 1130.407499, 1252.442642, 6086.335800], [2068.379371, 2074.762424, 2238.980086, 2457.104813, 11772.972566], [1358.941723, 1365.924130, 1460.075077, 1613.703440, 7766.828588], [1778.340879, 1782.953810, 1925.011432, 2112.013163, 10092.605113], [198.697787, 199.278646, 216.414010, 236.277453, 1145.976959], [492.785888, 495.645484, 507.715853, 572.628734, 2908.767649], [364.842526, 367.300371, 387.414057, 431.157075, 2106.915503], [853.357597, 861.384857, 914.784821, 1014.159575, 4933.920324], [94.147312, 97.998158, 101.730039, 106.010547, 592.448100], [2585.011711, 2598.134157, 2872.671498, 3087.861721, 14444.945797], [639.997111, 643.363151, 690.244566, 761.128363, 3688.430084]]
### 14
fourier: [[932.208119, 934.818669, 1015.728839, 1108.632330, 5292.657311], [584.322254, 585.747903, 636.525697, 694.626376, 3331.048862], [1382.711736, 1386.221670, 1504.348314, 1642.882421, 7886.983799], [2758.556587, 2764.554356, 3005.240289, 3278.952046, 15650.721098], [865.461153, 867.822638, 941.963113, 1028.606513, 4908.615902], [391.881588, 392.990826, 425.680157, 465.388733, 2237.809913], [458.313955, 460.360112, 497.036157, 544.737339, 2631.809382], [2194.913408, 2199.595007, 2392.175563, 2609.803950, 12421.090549], [733.179635, 734.393433, 798.599123, 871.389620, 4156.132971], [1666.228341, 1668.544683, 1816.715322, 1980.462189, 9428.096418], [1601.373652, 1604.721175, 1744.441139, 1903.359800, 9076.017415], [334.246042, 334.486264, 364.772981, 397.278816, 1899.344242], [1931.303947, 1935.361803, 2104.469715, 2295.964130, 10975.103466], [4107.726056, 4116.987063, 4476.592647, 4884.017350, 23239.669696]]
### 16
fourier: [[1060.209940, 1062.129635, 1155.901139, 1260.618497, 5955.315667], [1507.178840, 1510.677928, 1642.394263, 1792.009925, 8504.005431], [1329.024203, 1332.115055, 1448.238418, 1580.201833, 7573.362833], [290.977343, 291.594431, 317.185238, 345.948017, 1686.415367], [1263.706177, 1267.036773, 1376.629856, 1502.516171, 7130.383241], [1001.913896, 1004.568977, 1091.451970, 1191.225663, 5698.090997], [1017.915277, 1020.011610, 1109.540983, 1210.287842, 5810.349563], [1504.173854, 1507.467699, 1639.353658, 1788.440941, 8488.420327], [734.157440, 735.459218, 800.457613, 872.936864, 4099.771634], [3747.281492, 3755.686665, 4083.797639, 4455.480059, 21227.791548], [2301.866467, 2306.732703, 2508.895602, 2736.930096, 12995.923618], [817.109236, 819.060717, 890.352978, 971.518473, 4681.419941], [1595.945525, 1599.498762, 1739.283194, 1897.580519, 9000.310035], [731.354980, 732.864695, 797.203234, 869.578265, 4111.328153]]
### 18
fourier: [[724.372570, 725.898444, 790.280593, 861.163976, 4026.159903]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[44.795015, 45.994870, 46.910487, 48.572452, 143.783951], [31.135542, 35.406215, 36.211359, 38.134977, 129.849965], [50.280989, 50.932509, 51.615555, 61.314886, 348.356727], [49.746695, 56.031491, 57.560535, 60.062236, 213.300028], [42.810339, 43.809802, 46.130871, 51.453179, 250.034133], [45.095946, 46.494983, 48.410659, 59.973676, 204.129581], [27.868429, 33.383956, 36.629104, 40.991713, 266.589564], [50.099865, 55.192576, 55.284068, 58.947931, 251.340741], [41.911227, 42.196959, 42.715806, 43.756807, 48.689468], [16.818284, 18.640148, 18.964496, 25.129423, 49.870657], [25.707328, 28.712798, 31.088259, 34.055201, 37.989969], [3.966110, 3.968694, 4.459909, 4.974738, 79.558170], [27.200305, 27.985611, 28.501092, 28.743547, 31.047988], [34.530250, 36.281823, 39.342493, 55.071398, 65.958997]]
### 2
fourier: [[72.560955, 75.039559, 77.681577, 78.469763, 567.190568], [104.202090, 105.968641, 121.387434, 141.674771, 351.843490], [170.678566, 171.974709, 199.731250, 201.241358, 795.053672], [111.192549, 111.980363, 122.289128, 148.647203, 312.340704], [108.858350, 109.131256, 116.915943, 122.660375, 636.151987], [70.240086, 75.585637, 82.192898, 84.957499, 407.958703], [148.357077, 151.713365, 182.305292, 186.962976, 654.802732], [64.637074, 65.258692, 70.222482, 71.432902, 456.678248], [161.213855, 175.652255, 175.871223, 203.524917, 1111.899262], [202.892238, 219.450166, 226.351583, 248.321125, 1151.938196], [116.521641, 119.429430, 136.272449, 141.307134, 556.447149], [108.090612, 110.175523, 130.400373, 132.910807, 473.292121], [40.069105, 44.016961, 45.117358, 49.223096, 350.548845], [136.468676, 139.511982, 172.394719, 180.998320, 540.095759]]
### 4
fourier: [[268.838452, 274.818520, 279.138467, 301.641606, 1531.307916], [55.691301, 56.835228, 60.449002, 64.676280, 316.880203], [392.141808, 408.758524, 461.308871, 488.689058, 2133.210167], [118.964064, 122.899632, 125.084463, 126.726937, 644.020345], [77.479086, 77.607223, 78.177675, 101.667050, 336.112958], [73.944422, 75.788941, 76.081567, 85.744932, 293.103388], [224.460570, 226.142100, 229.814667, 233.286119, 1163.232386], [65.959312, 76.599884, 83.538203, 83.600241, 512.684668], [169.796362, 178.273959, 201.818946, 209.872682, 907.607519], [378.457495, 384.858944, 456.705309, 470.959986, 1981.260141], [56.498190, 59.773472, 61.859794, 68.167331, 296.124892], [215.291773, 215.681679, 217.803198, 231.121990, 1108.759148], [215.257117, 228.795801, 273.939733, 277.851605, 1154.098229], [235.080909, 235.522530, 237.325595, 256.644499, 1270.756304]]
### 6
fourier: [[227.192571, 238.778690, 244.068190, 251.515166, 1353.582386], [111.893378, 136.279253, 157.808310, 181.263899, 788.154766], [418.780881, 419.453586, 430.730928, 485.215622, 2445.546197], [307.174041, 324.354936, 330.209273, 340.164324, 1821.528740], [77.927874, 81.583509, 93.880965, 111.916986, 450.032851], [428.345701, 431.613424, 445.237121, 494.287264, 2499.531686], [652.414838, 653.723997, 744.989960, 785.739686, 3540.855737], [246.412810, 255.627403, 298.763894, 303.465095, 1283.713697], [13.132995, 13.195181, 14.112546, 19.124260, 21.579937], [468.531009, 490.766993, 580.914155, 581.510807, 2390.581626], [39.997535, 40.129757, 41.119169, 45.990430, 249.553055], [93.197587, 96.405688, 98.697913, 129.112732, 134.802397], [173.520661, 174.350760, 179.116771, 200.422804, 966.159493], [240.935658, 257.881752, 261.318414, 264.498560, 1485.411958]]
### 8
fourier: [[259.456008, 271.026513, 313.979655, 319.909259, 1381.161267], [822.367374, 827.576276, 936.579789, 989.705974, 4502.350348], [164.966064, 167.605485, 191.390616, 197.440069, 1043.111827], [571.373401, 593.820861, 703.072136, 744.735218, 2636.445858], [402.008611, 402.086808, 411.147910, 465.572024, 2341.567668], [61.319582, 62.621594, 73.217801, 80.506262, 265.065058], [311.043725, 328.299743, 389.023392, 401.432844, 1569.814184], [48.451678, 60.118119, 69.881009, 77.637301, 362.539267], [70.556616, 88.573713, 103.818538, 113.838227, 580.826005], [730.333266, 740.957439, 841.482015, 883.460767, 4004.399372], [133.298671, 135.580645, 145.605209, 159.609069, 769.458766], [71.227138, 85.827005, 99.988900, 109.447925, 537.002027], [269.258935, 272.804339, 312.519625, 364.309106, 906.127363], [74.499841, 76.263753, 86.691252, 89.955703, 496.521417]]
### 10
fourier: [[980.483226, 987.140478, 1059.638871, 1167.145838, 5582.089446], [72.115316, 77.403805, 79.603950, 79.713568, 458.712267], [1114.885477, 1126.578759, 1269.837630, 1342.413963, 6163.085551], [1155.350456, 1175.629060, 1327.496089, 1396.717566, 6348.624751], [143.873983, 144.959588, 148.023458, 167.787573, 844.530318], [870.998163, 881.205012, 995.799313, 1049.901037, 4773.826801], [687.281736, 702.778628, 808.433648, 835.713972, 3708.904058], [368.965032, 384.130825, 396.489061, 414.018650, 2286.199126], [813.873448, 837.605548, 957.780206, 992.850472, 4401.412094], [263.515071, 272.365011, 283.383186, 297.536735, 1652.071209], [1194.666360, 1207.962263, 1360.242641, 1437.857216, 6524.754874], [535.243289, 542.689921, 564.988746, 608.834523, 3221.330676], [1261.044115, 1274.278506, 1416.000840, 1512.473218, 6969.479734], [1019.696508, 1044.871540, 1189.293953, 1238.508557, 5558.099318]]
### 12
fourier: [[1375.832482, 1390.043490, 1545.499028, 1650.041978, 7651.238042], [1222.429587, 1222.707005, 1339.076506, 1453.834328, 6903.467698], [3698.705446, 3706.925951, 4030.411141, 4397.990944, 20925.984587], [1053.666063, 1062.484580, 1130.407499, 1252.442642, 6086.335800], [2068.379371, 2074.762424, 2238.980086, 2457.104813, 11772.972566], [1358.941723, 1365.924130, 1460.075077, 1613.703440, 7766.828588], [1778.340879, 1782.953810, 1925.011432, 2112.013163, 10092.605113], [198.697787, 199.278646, 216.414010, 236.277453, 1145.976959], [492.785888, 495.645484, 507.715853, 572.628734, 2908.767649], [364.842526, 367.300371, 387.414057, 431.157075, 2106.915503], [853.357597, 861.384857, 914.784821, 1014.159575, 4933.920324], [94.147312, 97.998158, 101.730039, 106.010547, 592.448100], [2585.011711, 2598.134157, 2872.671498, 3087.861721, 14444.945797], [639.997111, 643.363151, 690.244566, 761.128363, 3688.430084]]
### 14
fourier: [[932.208119, 934.818669, 1015.728839, 1108.632330, 5292.657311], [584.322254, 585.747903, 636.525697, 694.626376, 3331.048862], [1382.711736, 1386.221670, 1504.348314, 1642.882421, 7886.983799], [2758.556587, 2764.554356, 3005.240289, 3278.952046, 15650.721098], [865.461153, 867.822638, 941.963113, 1028.606513, 4908.615902], [391.881588, 392.990826, 425.680157, 465.388733, 2237.809913], [458.313955, 460.360112, 497.036157, 544.737339, 2631.809382], [2194.913408, 2199.595007, 2392.175563, 2609.803950, 12421.090549], [733.179635, 734.393433, 798.599123, 871.389620, 4156.132971], [1666.228341, 1668.544683, 1816.715322, 1980.462189, 9428.096418], [1601.373652, 1604.721175, 1744.441139, 1903.359800, 9076.017415], [334.246042, 334.486264, 364.772981, 397.278816, 1899.344242], [1931.303947, 1935.361803, 2104.469715, 2295.964130, 10975.103466], [4107.726056, 4116.987063, 4476.592647, 4884.017350, 23239.669696]]
### 16
fourier: [[1060.209940, 1062.129635, 1155.901139, 1260.618497, 5955.315667], [1507.178840, 1510.677928, 1642.394263, 1792.009925, 8504.005431], [1329.024203, 1332.115055, 1448.238418, 1580.201833, 7573.362833], [290.977343, 291.594431, 317.185238, 345.948017, 1686.415367], [1263.706177, 1267.036773, 1376.629856, 1502.516171, 7130.383241], [1001.913896, 1004.568977, 1091.451970, 1191.225663, 5698.090997], [1017.915277, 1020.011610, 1109.540983, 1210.287842, 5810.349563], [1504.173854, 1507.467699, 1639.353658, 1788.440941, 8488.420327], [734.157440, 735.459218, 800.457613, 872.936864, 4099.771634], [3747.281492, 3755.686665, 4083.797639, 4455.480059, 21227.791548], [2301.866467, 2306.732703, 2508.895602, 2736.930096, 12995.923618], [817.109236, 819.060717, 890.352978, 971.518473, 4681.419941], [1595.945525, 1599.498762, 1739.283194, 1897.580519, 9000.310035], [731.354980, 732.864695, 797.203234, 869.578265, 4111.328153]]
### 18
fourier: [[724.372570, 725.898444, 790.280593, 861.163976, 4026.159903]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6739812195301056, "train_acc": 0.58, "val_loss": 0.6965680122375488, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6753103137016296, "train_acc": 0.58, "val_loss": 0.5932190418243408, "val_acc": 0.66}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7336777150630951, "train_acc": 0.6, "val_loss": 0.7515687346458435, "val_acc": 0.48}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.7205447554588318, "train_acc": 0.505, "val_loss": 0.6822793483734131, "val_acc": 0.48}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6566990613937378, "train_acc": 0.505, "val_loss": 0.5116977095603943, "val_acc": 0.48}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.47365039587020874, "train_acc": 0.625, "val_loss": 0.4313952624797821, "val_acc": 0.86}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.45782019197940826, "train_acc": 0.855, "val_loss": 0.45650145411491394, "val_acc": 0.8}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.44771723449230194, "train_acc": 0.79, "val_loss": 0.43514370918273926, "val_acc": 0.8}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.48056478798389435, "train_acc": 0.755, "val_loss": 0.38421952724456787, "val_acc": 0.82}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.40960635244846344, "train_acc": 0.8, "val_loss": 0.32595059275627136, "val_acc": 0.88}, {"stage": "improved", "epoch": 8, "global_epoch": 10, "train_loss": 0.39326317608356476, "train_acc": 0.835, "val_loss": 5.875239849090576, "val_acc": 0.52}, {"stage": "improved", "epoch": 9, "global_epoch": 11, "train_loss": 2.632517993450165, "train_acc": 0.61, "val_loss": 0.401021271944046, "val_acc": 0.82}], "summary": {"total_epochs": 12, "degraded_epochs": 2, "improved_epochs": 10, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.6965680122375488, "final_val_loss": 0.5932190418243408, "initial_val_acc": 0.48, "final_val_acc": 0.66, "best_val_acc": 0.66}, "improved_stage": {"initial_val_loss": 0.7515687346458435, "final_val_loss": 0.401021271944046, "initial_val_acc": 0.48, "final_val_acc": 0.82, "best_val_acc": 0.88, "best_epoch": 9}, "improvement": 0.21999999999999997, "first_improvement_epoch": 1}}
|
9,987
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.42, "improved_accuracy": 0.9, "improvement": 0.48000000000000004, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 12, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 6926, "learning_rate": 0.0892203156614993, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[27.236381, 28.720345, 33.105899, 35.113375, 63.372805], [25.521556, 29.393521, 30.132834, 30.872821, 148.914232], [45.196025, 46.936606, 48.135704, 50.976383, 74.044321], [27.446676, 28.786576, 30.258621, 30.749946, 132.503355], [26.583156, 28.109972, 28.982287, 31.331817, 41.055590], [21.652381, 21.857846, 21.902462, 25.436774, 26.546349], [47.016494, 48.873162, 49.336902, 54.271843, 404.363556], [24.365791, 25.478748, 28.260964, 30.861273, 82.002052], [28.691290, 30.933024, 31.730510, 33.852678, 119.342099], [23.542151, 25.382292, 25.785450, 28.852205, 202.430043], [19.601751, 19.852304, 20.591268, 21.157325, 25.176165], [35.305244, 35.791550, 36.264018, 43.113273, 276.934909]]
### 2
fourier: [[16.465284, 17.131083, 17.955429, 26.332451, 48.200091], [15.576537, 16.154413, 18.031540, 18.518457, 144.051411], [40.477413, 41.636827, 42.461426, 52.857816, 179.992040], [50.933967, 52.762403, 55.308055, 55.616421, 294.974463], [22.121400, 22.135217, 24.611056, 26.335163, 150.641039], [27.510054, 28.312340, 28.797856, 30.690020, 144.303291], [19.016500, 19.445682, 19.458761, 20.367904, 125.713850], [34.857786, 38.225060, 38.445688, 42.233874, 156.933830], [30.627734, 31.146557, 34.396588, 38.261656, 154.205612], [21.138102, 22.597965, 25.035514, 25.059801, 169.789755], [20.688028, 23.797679, 24.851475, 25.225646, 42.963693], [9.104063, 9.878366, 11.221468, 12.109948, 13.597017]]
### 4
fourier: [[23.029031, 24.215599, 26.522198, 28.661060, 149.370758], [4.132913, 4.196802, 4.214723, 5.665639, 7.670089], [31.103406, 31.352744, 36.377041, 43.657455, 171.987780], [33.434582, 35.598455, 38.121068, 42.510793, 231.520888], [10.312243, 10.660290, 13.045606, 13.081478, 46.233499], [18.296492, 18.603414, 20.052516, 28.245535, 116.318803], [19.884153, 20.279001, 22.429244, 30.512876, 107.093113], [16.433848, 16.438998, 18.225879, 25.281401, 40.355851], [15.166067, 16.830521, 17.381437, 18.105586, 63.753940], [21.127668, 21.522874, 22.463677, 32.372195, 98.237127], [30.729779, 32.670664, 33.306521, 37.339890, 196.435687], [5.164004, 5.379724, 6.630325, 8.655733, 30.136607]]
### 6
fourier: [[34.045197, 35.304715, 38.328036, 46.642930, 203.077960], [30.839848, 33.852868, 35.014186, 39.231296, 215.126997], [25.242537, 26.412250, 28.723621, 40.388098, 105.576313], [5.373148, 5.688194, 5.772522, 6.625122, 14.938755], [22.608072, 24.056681, 25.393549, 28.441530, 152.506296], [9.219235, 9.466184, 9.720233, 14.545910, 33.984034], [2.713010, 2.828288, 2.898277, 3.122494, 3.232617], [11.205380, 11.567006, 12.043116, 18.710933, 22.657046], [20.639137, 20.816141, 23.240310, 31.156236, 136.837914], [50.880373, 55.392680, 58.087027, 63.041466, 358.526494], [3.379700, 3.455333, 4.035031, 4.322760, 17.632068], [28.801250, 29.962352, 32.548432, 39.533492, 166.351861]]
### 8
fourier: [[31.735807, 33.176956, 35.880571, 36.840360, 257.202160], [28.820818, 30.765619, 32.611795, 38.569133, 204.123490], [23.937921, 25.623152, 27.219492, 33.425561, 131.037285], [6.813876, 7.056210, 7.323707, 9.435498, 35.376384], [30.336371, 32.454874, 34.714680, 42.466175, 130.968663], [3.633218, 4.022595, 4.193707, 4.612874, 4.921817], [15.037205, 15.668076, 17.223498, 23.212256, 95.388250], [24.956094, 25.577217, 28.140667, 35.558620, 179.292544], [3.795369, 4.039227, 5.262618, 6.317273, 37.282404], [20.707695, 22.958874, 23.480691, 23.592709, 114.643196], [16.935394, 18.775384, 19.232828, 21.034197, 102.432541], [5.854843, 5.876966, 6.179174, 9.213077, 27.816853]]
### 10
fourier: [[13.633292, 15.203905, 15.699727, 15.897175, 152.022284], [19.229428, 20.991928, 21.989489, 26.302232, 144.916917], [28.065807, 29.514745, 31.294127, 41.885816, 213.867592], [7.426653, 7.791437, 8.192720, 11.563132, 69.260074], [14.101552, 14.951696, 15.803402, 21.189903, 127.102352], [18.393559, 19.508528, 20.652448, 26.394831, 145.998592], [5.416890, 5.775677, 7.195824, 8.772411, 35.752654], [24.578667, 26.544568, 28.161743, 31.726177, 197.523320], [10.728285, 11.182281, 12.084687, 15.346238, 127.613589], [28.018150, 29.794462, 32.175779, 39.190216, 256.338705], [18.931149, 20.670325, 21.764130, 24.589223, 146.598293], [10.804696, 11.119118, 12.978202, 13.468836, 86.796733]]
### 12
fourier: [[7.903757, 8.807549, 9.146037, 10.818690, 69.746721], [19.620905, 20.883875, 21.021933, 28.212657, 240.969894], [8.561349, 9.714065, 9.828985, 11.825312, 67.877027], [13.025519, 14.196515, 14.679676, 18.262927, 124.434876], [8.469717, 9.336281, 9.531570, 10.636295, 89.728770], [25.308308, 27.126768, 27.185733, 35.703343, 281.177953], [11.439644, 12.109535, 12.183786, 16.194588, 139.492217], [26.711210, 28.551749, 28.627851, 37.926832, 295.618409], [20.088670, 21.468036, 21.722865, 28.605061, 163.690268], [11.371491, 12.364360, 12.703496, 15.111338, 132.830287], [20.835521, 22.614959, 22.657061, 29.715330, 123.739882], [26.710486, 28.584523, 28.696285, 37.909058, 295.610636]]
### 14
fourier: [[2.164326, 2.230745, 2.395822, 3.499888, 32.157138], [2.444633, 2.530738, 2.702622, 3.342095, 112.570786], [11.337677, 11.514542, 12.188132, 16.785280, 126.392533], [2.682170, 2.749725, 2.992597, 3.236156, 70.984311], [12.761470, 12.984689, 14.080986, 19.695987, 87.146940], [10.649787, 11.456437, 12.224538, 13.587493, 172.883309], [4.141666, 4.202703, 4.638742, 6.449430, 47.696791], [7.437893, 8.035754, 8.138901, 10.362716, 92.583476], [12.532635, 12.960717, 13.797040, 19.026800, 65.728550], [6.942282, 7.414466, 7.545092, 8.094711, 11.257962], [4.556282, 4.778351, 5.134438, 7.351255, 15.254325], [8.595689, 8.729073, 9.397483, 13.182475, 64.376352]]
### 16
fourier: [[13.232872, 13.688866, 14.919549, 15.403934, 15.597737], [6.413775, 6.511552, 6.784881, 8.811097, 18.352646], [15.505959, 16.281204, 16.442800, 20.788887, 29.779837], [2.028359, 2.124642, 2.174597, 2.285849, 38.396755], [14.069544, 14.123097, 15.146261, 20.691187, 58.064916], [10.956089, 11.236915, 11.801738, 15.731647, 73.789283], [3.722910, 4.094292, 4.515609, 6.243891, 41.991958], [4.529624, 5.002189, 5.213640, 7.524327, 39.287972], [4.048495, 4.525175, 4.720205, 6.749976, 25.253411], [0.685560, 0.731217, 0.766052, 0.802761, 53.214962], [7.036597, 7.731716, 7.936432, 8.113644, 27.568939], [2.543559, 2.607249, 2.614621, 2.655012, 81.686426]]
### 18
fourier: [[3.874767, 4.281381, 4.972595, 6.611987, 25.233545], [7.709255, 8.571544, 8.591683, 12.927433, 67.641722], [4.670926, 5.737907, 5.789470, 6.011545, 18.822954], [4.338545, 5.134028, 5.388700, 5.639670, 47.559519], [3.119237, 3.435030, 4.128631, 5.342926, 44.538477], [6.323986, 6.869055, 7.054328, 7.289718, 46.104447], [8.098249, 9.236384, 9.475146, 9.515046, 11.927568], [4.653924, 5.188233, 6.023782, 7.911153, 43.663063], [8.794763, 9.084629, 9.288967, 12.097257, 68.317700], [6.349220, 6.993100, 7.187050, 7.408669, 57.381488], [4.669731, 4.790815, 5.105061, 5.176198, 52.623009], [5.456737, 5.735947, 6.120317, 8.665466, 49.905536]]
### 20
fourier: [[5.466629, 5.617706, 5.750329, 8.411105, 30.465985]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 12
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[27.236381, 28.720345, 33.105899, 35.113375, 63.372805], [25.521556, 29.393521, 30.132834, 30.872821, 148.914232], [45.196025, 46.936606, 48.135704, 50.976383, 74.044321], [27.446676, 28.786576, 30.258621, 30.749946, 132.503355], [26.583156, 28.109972, 28.982287, 31.331817, 41.055590], [21.652381, 21.857846, 21.902462, 25.436774, 26.546349], [47.016494, 48.873162, 49.336902, 54.271843, 404.363556], [24.365791, 25.478748, 28.260964, 30.861273, 82.002052], [28.691290, 30.933024, 31.730510, 33.852678, 119.342099], [23.542151, 25.382292, 25.785450, 28.852205, 202.430043], [19.601751, 19.852304, 20.591268, 21.157325, 25.176165], [35.305244, 35.791550, 36.264018, 43.113273, 276.934909]]
### 2
fourier: [[16.465284, 17.131083, 17.955429, 26.332451, 48.200091], [15.576537, 16.154413, 18.031540, 18.518457, 144.051411], [40.477413, 41.636827, 42.461426, 52.857816, 179.992040], [50.933967, 52.762403, 55.308055, 55.616421, 294.974463], [22.121400, 22.135217, 24.611056, 26.335163, 150.641039], [27.510054, 28.312340, 28.797856, 30.690020, 144.303291], [19.016500, 19.445682, 19.458761, 20.367904, 125.713850], [34.857786, 38.225060, 38.445688, 42.233874, 156.933830], [30.627734, 31.146557, 34.396588, 38.261656, 154.205612], [21.138102, 22.597965, 25.035514, 25.059801, 169.789755], [20.688028, 23.797679, 24.851475, 25.225646, 42.963693], [9.104063, 9.878366, 11.221468, 12.109948, 13.597017]]
### 4
fourier: [[23.029031, 24.215599, 26.522198, 28.661060, 149.370758], [4.132913, 4.196802, 4.214723, 5.665639, 7.670089], [31.103406, 31.352744, 36.377041, 43.657455, 171.987780], [33.434582, 35.598455, 38.121068, 42.510793, 231.520888], [10.312243, 10.660290, 13.045606, 13.081478, 46.233499], [18.296492, 18.603414, 20.052516, 28.245535, 116.318803], [19.884153, 20.279001, 22.429244, 30.512876, 107.093113], [16.433848, 16.438998, 18.225879, 25.281401, 40.355851], [15.166067, 16.830521, 17.381437, 18.105586, 63.753940], [21.127668, 21.522874, 22.463677, 32.372195, 98.237127], [30.729779, 32.670664, 33.306521, 37.339890, 196.435687], [5.164004, 5.379724, 6.630325, 8.655733, 30.136607]]
### 6
fourier: [[34.045197, 35.304715, 38.328036, 46.642930, 203.077960], [30.839848, 33.852868, 35.014186, 39.231296, 215.126997], [25.242537, 26.412250, 28.723621, 40.388098, 105.576313], [5.373148, 5.688194, 5.772522, 6.625122, 14.938755], [22.608072, 24.056681, 25.393549, 28.441530, 152.506296], [9.219235, 9.466184, 9.720233, 14.545910, 33.984034], [2.713010, 2.828288, 2.898277, 3.122494, 3.232617], [11.205380, 11.567006, 12.043116, 18.710933, 22.657046], [20.639137, 20.816141, 23.240310, 31.156236, 136.837914], [50.880373, 55.392680, 58.087027, 63.041466, 358.526494], [3.379700, 3.455333, 4.035031, 4.322760, 17.632068], [28.801250, 29.962352, 32.548432, 39.533492, 166.351861]]
### 8
fourier: [[31.735807, 33.176956, 35.880571, 36.840360, 257.202160], [28.820818, 30.765619, 32.611795, 38.569133, 204.123490], [23.937921, 25.623152, 27.219492, 33.425561, 131.037285], [6.813876, 7.056210, 7.323707, 9.435498, 35.376384], [30.336371, 32.454874, 34.714680, 42.466175, 130.968663], [3.633218, 4.022595, 4.193707, 4.612874, 4.921817], [15.037205, 15.668076, 17.223498, 23.212256, 95.388250], [24.956094, 25.577217, 28.140667, 35.558620, 179.292544], [3.795369, 4.039227, 5.262618, 6.317273, 37.282404], [20.707695, 22.958874, 23.480691, 23.592709, 114.643196], [16.935394, 18.775384, 19.232828, 21.034197, 102.432541], [5.854843, 5.876966, 6.179174, 9.213077, 27.816853]]
### 10
fourier: [[13.633292, 15.203905, 15.699727, 15.897175, 152.022284], [19.229428, 20.991928, 21.989489, 26.302232, 144.916917], [28.065807, 29.514745, 31.294127, 41.885816, 213.867592], [7.426653, 7.791437, 8.192720, 11.563132, 69.260074], [14.101552, 14.951696, 15.803402, 21.189903, 127.102352], [18.393559, 19.508528, 20.652448, 26.394831, 145.998592], [5.416890, 5.775677, 7.195824, 8.772411, 35.752654], [24.578667, 26.544568, 28.161743, 31.726177, 197.523320], [10.728285, 11.182281, 12.084687, 15.346238, 127.613589], [28.018150, 29.794462, 32.175779, 39.190216, 256.338705], [18.931149, 20.670325, 21.764130, 24.589223, 146.598293], [10.804696, 11.119118, 12.978202, 13.468836, 86.796733]]
### 12
fourier: [[7.903757, 8.807549, 9.146037, 10.818690, 69.746721], [19.620905, 20.883875, 21.021933, 28.212657, 240.969894], [8.561349, 9.714065, 9.828985, 11.825312, 67.877027], [13.025519, 14.196515, 14.679676, 18.262927, 124.434876], [8.469717, 9.336281, 9.531570, 10.636295, 89.728770], [25.308308, 27.126768, 27.185733, 35.703343, 281.177953], [11.439644, 12.109535, 12.183786, 16.194588, 139.492217], [26.711210, 28.551749, 28.627851, 37.926832, 295.618409], [20.088670, 21.468036, 21.722865, 28.605061, 163.690268], [11.371491, 12.364360, 12.703496, 15.111338, 132.830287], [20.835521, 22.614959, 22.657061, 29.715330, 123.739882], [26.710486, 28.584523, 28.696285, 37.909058, 295.610636]]
### 14
fourier: [[2.164326, 2.230745, 2.395822, 3.499888, 32.157138], [2.444633, 2.530738, 2.702622, 3.342095, 112.570786], [11.337677, 11.514542, 12.188132, 16.785280, 126.392533], [2.682170, 2.749725, 2.992597, 3.236156, 70.984311], [12.761470, 12.984689, 14.080986, 19.695987, 87.146940], [10.649787, 11.456437, 12.224538, 13.587493, 172.883309], [4.141666, 4.202703, 4.638742, 6.449430, 47.696791], [7.437893, 8.035754, 8.138901, 10.362716, 92.583476], [12.532635, 12.960717, 13.797040, 19.026800, 65.728550], [6.942282, 7.414466, 7.545092, 8.094711, 11.257962], [4.556282, 4.778351, 5.134438, 7.351255, 15.254325], [8.595689, 8.729073, 9.397483, 13.182475, 64.376352]]
### 16
fourier: [[13.232872, 13.688866, 14.919549, 15.403934, 15.597737], [6.413775, 6.511552, 6.784881, 8.811097, 18.352646], [15.505959, 16.281204, 16.442800, 20.788887, 29.779837], [2.028359, 2.124642, 2.174597, 2.285849, 38.396755], [14.069544, 14.123097, 15.146261, 20.691187, 58.064916], [10.956089, 11.236915, 11.801738, 15.731647, 73.789283], [3.722910, 4.094292, 4.515609, 6.243891, 41.991958], [4.529624, 5.002189, 5.213640, 7.524327, 39.287972], [4.048495, 4.525175, 4.720205, 6.749976, 25.253411], [0.685560, 0.731217, 0.766052, 0.802761, 53.214962], [7.036597, 7.731716, 7.936432, 8.113644, 27.568939], [2.543559, 2.607249, 2.614621, 2.655012, 81.686426]]
### 18
fourier: [[3.874767, 4.281381, 4.972595, 6.611987, 25.233545], [7.709255, 8.571544, 8.591683, 12.927433, 67.641722], [4.670926, 5.737907, 5.789470, 6.011545, 18.822954], [4.338545, 5.134028, 5.388700, 5.639670, 47.559519], [3.119237, 3.435030, 4.128631, 5.342926, 44.538477], [6.323986, 6.869055, 7.054328, 7.289718, 46.104447], [8.098249, 9.236384, 9.475146, 9.515046, 11.927568], [4.653924, 5.188233, 6.023782, 7.911153, 43.663063], [8.794763, 9.084629, 9.288967, 12.097257, 68.317700], [6.349220, 6.993100, 7.187050, 7.408669, 57.381488], [4.669731, 4.790815, 5.105061, 5.176198, 52.623009], [5.456737, 5.735947, 6.120317, 8.665466, 49.905536]]
### 20
fourier: [[5.466629, 5.617706, 5.750329, 8.411105, 30.465985]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6769195795059204, "train_acc": 0.6, "val_loss": 0.7524888515472412, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6320894360542297, "train_acc": 0.6, "val_loss": 11.000663757324219, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 4.1057862639427185, "train_acc": 0.6, "val_loss": 0.7058990597724915, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6945939064025879, "train_acc": 0.495, "val_loss": 0.7087603211402893, "val_acc": 0.42}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6385301649570465, "train_acc": 0.52, "val_loss": 1.7482898235321045, "val_acc": 0.42}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.9217432141304016, "train_acc": 0.68, "val_loss": 0.5389297604560852, "val_acc": 0.9}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.5596998929977417, "train_acc": 0.79, "val_loss": 0.4244953989982605, "val_acc": 0.9}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.7778279483318329, "train_acc": 0.775, "val_loss": 0.39462852478027344, "val_acc": 0.9}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.49037355184555054, "train_acc": 0.795, "val_loss": 0.5560152530670166, "val_acc": 0.72}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.6279247105121613, "train_acc": 0.705, "val_loss": 0.6404878497123718, "val_acc": 0.8}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.6040127873420715, "train_acc": 0.74, "val_loss": 0.6441962718963623, "val_acc": 0.46}], "summary": {"total_epochs": 11, "degraded_epochs": 3, "improved_epochs": 8, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7524888515472412, "final_val_loss": 0.7058990597724915, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.7087603211402893, "final_val_loss": 0.6441962718963623, "initial_val_acc": 0.42, "final_val_acc": 0.46, "best_val_acc": 0.9, "best_epoch": 5}, "improvement": 0.48000000000000004, "first_improvement_epoch": 2}}
|
9,988
|
{"target_pattern": "no_repeats", "degraded_accuracy": 0.44, "improved_accuracy": 0.72, "improvement": 0.27999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2505, "learning_rate": 0.06555855173318585, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "no_repeats", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["no_repeats"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.704182, 31.858360, 33.787615, 39.806106, 87.276048], [27.146963, 28.882937, 28.923925, 29.897282, 78.398603], [28.642565, 29.843666, 32.307774, 39.217291, 244.732682], [28.400854, 29.911454, 32.210977, 33.406696, 161.354833], [36.608175, 36.859922, 37.507667, 40.575466, 69.672414], [21.189237, 22.079070, 22.534494, 24.485496, 106.502160], [18.848086, 26.075158, 26.269458, 27.280493, 164.836646], [11.906488, 11.949946, 12.666297, 12.978938, 141.856333], [23.894849, 24.076948, 25.258713, 26.836023, 225.415083], [27.693592, 28.456097, 31.656716, 32.296177, 97.319670], [27.354632, 27.687156, 27.782573, 30.150322, 244.514666], [15.980954, 17.432926, 17.996956, 18.861809, 115.212762], [19.630498, 21.358603, 22.091096, 24.806192, 49.154836], [19.016684, 19.968606, 23.558667, 26.650924, 168.017130]]
### 2
fourier: [[23.446019, 24.496941, 25.779194, 25.993459, 43.768615], [12.662750, 13.190913, 13.570314, 13.999300, 92.812604], [18.905475, 20.297852, 20.781484, 21.380795, 199.474574], [37.962395, 40.957265, 41.763774, 45.096584, 106.055217], [18.205279, 21.182107, 22.374242, 22.744586, 196.453771], [28.484041, 30.346440, 30.605186, 32.660866, 123.716745], [36.476895, 41.091813, 43.401381, 44.833810, 178.966650], [45.540478, 46.877564, 47.817590, 50.067847, 139.044205], [3.514848, 4.003118, 4.025224, 4.828000, 8.318558], [22.330715, 23.328902, 25.031581, 25.157973, 192.032428], [8.521863, 9.079951, 9.264099, 10.224137, 88.526533], [24.397610, 25.565827, 27.723638, 28.717113, 256.077410], [19.307876, 23.628515, 24.082837, 24.146480, 243.989698], [26.037659, 26.429106, 28.798788, 28.994993, 29.182528]]
### 4
fourier: [[44.138157, 48.273665, 50.613675, 50.781718, 241.441045], [77.711716, 84.696178, 90.970165, 95.336368, 253.851085], [65.740741, 71.400263, 76.145904, 79.070515, 181.989016], [26.676574, 30.259611, 30.480923, 31.035286, 170.001842], [37.769693, 38.656717, 42.298953, 47.209876, 296.464889], [11.811898, 12.568454, 13.227073, 13.490692, 169.099226], [21.216429, 27.061737, 27.404861, 28.443593, 70.913499], [11.277678, 11.564004, 11.778173, 13.901921, 98.668700], [37.698287, 41.501551, 43.344495, 44.973169, 211.394372], [22.407424, 23.712016, 25.517048, 26.725084, 44.694981], [55.829736, 60.314967, 64.143683, 67.580965, 145.038727], [10.668062, 11.306070, 12.320913, 14.297033, 129.282150], [71.190334, 74.927059, 81.444902, 82.918872, 221.212830], [4.597377, 5.347746, 5.648465, 6.477159, 64.833108]]
### 6
fourier: [[14.184581, 17.779036, 17.973413, 19.216447, 117.577032], [5.029690, 6.004990, 6.423568, 6.500102, 26.829318], [2.047174, 2.264165, 2.667948, 2.896023, 25.034791], [20.915691, 25.251250, 25.898627, 28.843987, 146.746401], [135.145768, 149.245141, 158.201420, 164.878601, 474.854974], [29.470522, 33.714385, 35.134736, 36.971891, 120.765481], [73.040228, 77.669023, 83.218153, 87.828010, 231.279707], [55.296098, 69.629588, 70.715888, 72.293538, 291.963812], [36.060500, 44.550924, 44.783081, 48.573843, 244.514170], [116.067107, 121.122835, 131.853615, 138.509055, 357.031704], [33.044642, 41.483031, 42.411168, 44.355765, 208.605332], [58.007370, 59.106236, 65.149919, 68.783184, 131.904974], [99.036746, 110.915021, 116.716959, 121.471271, 357.707470], [44.259071, 45.300610, 50.373637, 51.723071, 137.815470]]
### 8
fourier: [[15.281777, 19.577305, 20.025322, 20.711552, 101.695385], [22.924096, 27.623389, 28.569744, 30.798345, 161.118827], [156.072368, 173.910415, 184.985966, 192.408896, 540.168948], [141.866892, 154.041478, 165.955532, 172.914850, 479.725164], [60.226536, 75.848624, 76.073320, 78.197109, 309.975849], [161.748053, 179.069213, 190.350790, 198.711911, 561.308483], [17.221412, 21.734716, 22.055910, 22.441993, 100.712621], [82.487497, 91.392541, 96.817125, 101.159535, 275.647942], [19.489468, 25.609302, 25.676258, 27.507310, 132.766279], [4.131461, 4.864337, 4.893893, 5.422786, 15.923597], [105.611061, 106.502001, 118.332986, 125.384357, 296.951726], [141.952035, 160.697934, 170.821751, 176.211438, 530.961378], [16.858882, 22.824439, 23.157105, 24.472410, 106.088124], [108.504007, 124.063938, 130.913367, 135.049635, 403.635913]]
### 10
fourier: [[193.391564, 234.005335, 242.507293, 248.111006, 792.285362], [228.445325, 275.764822, 286.461130, 293.139164, 932.736918], [39.590968, 49.650828, 50.363741, 51.295481, 210.475772], [117.583957, 141.563670, 146.980992, 150.472301, 480.688617], [141.374786, 171.303577, 177.203827, 181.603140, 588.849365], [190.709082, 231.429406, 240.194048, 245.119499, 804.216672], [309.652228, 372.048587, 387.388070, 396.272852, 1241.885273], [177.823214, 214.474559, 222.552303, 227.941841, 736.396779], [164.945792, 201.093469, 208.274491, 212.430431, 690.556405], [171.533268, 208.888913, 215.934282, 220.990778, 709.529376], [122.922895, 147.677605, 153.942226, 157.152413, 521.056786], [213.236188, 256.143801, 266.485626, 272.805107, 878.693147], [267.633869, 322.195058, 335.144174, 343.061149, 1084.258184], [163.455307, 198.079799, 205.465741, 210.090872, 685.749258]]
### 12
fourier: [[272.448726, 329.767246, 342.021835, 349.770471, 1163.865716], [364.306817, 440.332039, 457.050262, 467.519139, 1508.007002], [21.909526, 26.383165, 27.651556, 28.297824, 66.480818], [135.492798, 162.979253, 169.676211, 173.669364, 559.968197], [83.122045, 100.258697, 104.403040, 106.657985, 306.161671], [35.876290, 43.014404, 44.934861, 45.921252, 150.424915], [93.292801, 112.392907, 116.919016, 119.531281, 350.455959], [157.475166, 189.779028, 197.504622, 202.121855, 625.638638], [226.379829, 273.078343, 283.757297, 290.267069, 941.678797], [154.168291, 185.248827, 192.901065, 197.540055, 601.871928], [89.858517, 109.102603, 112.897728, 115.399451, 377.284797], [84.964330, 103.046368, 106.721601, 109.188675, 332.248095], [68.842826, 82.709400, 86.171696, 88.242211, 251.562905], [115.906469, 139.511216, 145.273722, 148.632989, 460.127597]]
### 14
fourier: [[24.493086, 29.958183, 31.376339, 31.540622, 118.424834], [128.030030, 155.403730, 161.758150, 164.767843, 508.897475], [90.001601, 108.974225, 113.389071, 115.684132, 369.522356], [17.075668, 20.248202, 21.119880, 21.822111, 79.196679], [46.849145, 57.292889, 59.911565, 60.390062, 176.830700], [51.473203, 63.038768, 65.671464, 66.384160, 219.778202], [112.386280, 136.572528, 141.986487, 144.758353, 443.373049], [23.350558, 28.039592, 29.031845, 29.988577, 99.737593], [55.633706, 67.136172, 69.804725, 71.443340, 236.872490], [62.789894, 76.815741, 80.018662, 81.048911, 278.628721], [55.109069, 67.825511, 70.953125, 71.147217, 246.263563], [105.424278, 127.690247, 132.724204, 135.639081, 409.423407], [111.931858, 136.498294, 142.285976, 144.241499, 450.698574], [86.852740, 105.733863, 110.122326, 111.814523, 364.716346]]
### 16
fourier: [[85.542520, 104.444798, 108.951548, 110.280209, 365.099735], [14.765476, 18.085218, 18.881954, 19.054704, 60.727196], [66.552385, 80.879904, 84.194174, 85.686717, 275.420971], [154.271885, 187.971135, 195.892230, 198.774208, 615.190921], [11.137502, 13.534425, 14.099594, 14.338300, 48.579154], [11.337412, 13.683428, 14.211352, 14.570385, 63.946284], [45.253595, 55.413431, 57.871266, 58.386513, 150.699096], [0.242129, 0.252675, 0.262161, 0.310831, 14.708807], [59.421839, 72.701564, 75.899753, 76.653432, 266.460474], [17.012243, 20.568499, 21.361039, 21.870851, 86.549819], [120.816456, 147.234713, 153.465871, 155.672563, 501.467966], [77.223000, 94.262837, 98.320145, 99.548243, 345.366349], [11.703962, 14.169287, 14.707004, 15.059347, 81.001273], [31.004310, 37.971022, 39.654970, 39.999278, 129.365952]]
### 18
fourier: [[39.345349, 47.671432, 49.631490, 50.627253, 138.132774]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
no_repeats
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.704182, 31.858360, 33.787615, 39.806106, 87.276048], [27.146963, 28.882937, 28.923925, 29.897282, 78.398603], [28.642565, 29.843666, 32.307774, 39.217291, 244.732682], [28.400854, 29.911454, 32.210977, 33.406696, 161.354833], [36.608175, 36.859922, 37.507667, 40.575466, 69.672414], [21.189237, 22.079070, 22.534494, 24.485496, 106.502160], [18.848086, 26.075158, 26.269458, 27.280493, 164.836646], [11.906488, 11.949946, 12.666297, 12.978938, 141.856333], [23.894849, 24.076948, 25.258713, 26.836023, 225.415083], [27.693592, 28.456097, 31.656716, 32.296177, 97.319670], [27.354632, 27.687156, 27.782573, 30.150322, 244.514666], [15.980954, 17.432926, 17.996956, 18.861809, 115.212762], [19.630498, 21.358603, 22.091096, 24.806192, 49.154836], [19.016684, 19.968606, 23.558667, 26.650924, 168.017130]]
### 2
fourier: [[23.446019, 24.496941, 25.779194, 25.993459, 43.768615], [12.662750, 13.190913, 13.570314, 13.999300, 92.812604], [18.905475, 20.297852, 20.781484, 21.380795, 199.474574], [37.962395, 40.957265, 41.763774, 45.096584, 106.055217], [18.205279, 21.182107, 22.374242, 22.744586, 196.453771], [28.484041, 30.346440, 30.605186, 32.660866, 123.716745], [36.476895, 41.091813, 43.401381, 44.833810, 178.966650], [45.540478, 46.877564, 47.817590, 50.067847, 139.044205], [3.514848, 4.003118, 4.025224, 4.828000, 8.318558], [22.330715, 23.328902, 25.031581, 25.157973, 192.032428], [8.521863, 9.079951, 9.264099, 10.224137, 88.526533], [24.397610, 25.565827, 27.723638, 28.717113, 256.077410], [19.307876, 23.628515, 24.082837, 24.146480, 243.989698], [26.037659, 26.429106, 28.798788, 28.994993, 29.182528]]
### 4
fourier: [[44.138157, 48.273665, 50.613675, 50.781718, 241.441045], [77.711716, 84.696178, 90.970165, 95.336368, 253.851085], [65.740741, 71.400263, 76.145904, 79.070515, 181.989016], [26.676574, 30.259611, 30.480923, 31.035286, 170.001842], [37.769693, 38.656717, 42.298953, 47.209876, 296.464889], [11.811898, 12.568454, 13.227073, 13.490692, 169.099226], [21.216429, 27.061737, 27.404861, 28.443593, 70.913499], [11.277678, 11.564004, 11.778173, 13.901921, 98.668700], [37.698287, 41.501551, 43.344495, 44.973169, 211.394372], [22.407424, 23.712016, 25.517048, 26.725084, 44.694981], [55.829736, 60.314967, 64.143683, 67.580965, 145.038727], [10.668062, 11.306070, 12.320913, 14.297033, 129.282150], [71.190334, 74.927059, 81.444902, 82.918872, 221.212830], [4.597377, 5.347746, 5.648465, 6.477159, 64.833108]]
### 6
fourier: [[14.184581, 17.779036, 17.973413, 19.216447, 117.577032], [5.029690, 6.004990, 6.423568, 6.500102, 26.829318], [2.047174, 2.264165, 2.667948, 2.896023, 25.034791], [20.915691, 25.251250, 25.898627, 28.843987, 146.746401], [135.145768, 149.245141, 158.201420, 164.878601, 474.854974], [29.470522, 33.714385, 35.134736, 36.971891, 120.765481], [73.040228, 77.669023, 83.218153, 87.828010, 231.279707], [55.296098, 69.629588, 70.715888, 72.293538, 291.963812], [36.060500, 44.550924, 44.783081, 48.573843, 244.514170], [116.067107, 121.122835, 131.853615, 138.509055, 357.031704], [33.044642, 41.483031, 42.411168, 44.355765, 208.605332], [58.007370, 59.106236, 65.149919, 68.783184, 131.904974], [99.036746, 110.915021, 116.716959, 121.471271, 357.707470], [44.259071, 45.300610, 50.373637, 51.723071, 137.815470]]
### 8
fourier: [[15.281777, 19.577305, 20.025322, 20.711552, 101.695385], [22.924096, 27.623389, 28.569744, 30.798345, 161.118827], [156.072368, 173.910415, 184.985966, 192.408896, 540.168948], [141.866892, 154.041478, 165.955532, 172.914850, 479.725164], [60.226536, 75.848624, 76.073320, 78.197109, 309.975849], [161.748053, 179.069213, 190.350790, 198.711911, 561.308483], [17.221412, 21.734716, 22.055910, 22.441993, 100.712621], [82.487497, 91.392541, 96.817125, 101.159535, 275.647942], [19.489468, 25.609302, 25.676258, 27.507310, 132.766279], [4.131461, 4.864337, 4.893893, 5.422786, 15.923597], [105.611061, 106.502001, 118.332986, 125.384357, 296.951726], [141.952035, 160.697934, 170.821751, 176.211438, 530.961378], [16.858882, 22.824439, 23.157105, 24.472410, 106.088124], [108.504007, 124.063938, 130.913367, 135.049635, 403.635913]]
### 10
fourier: [[193.391564, 234.005335, 242.507293, 248.111006, 792.285362], [228.445325, 275.764822, 286.461130, 293.139164, 932.736918], [39.590968, 49.650828, 50.363741, 51.295481, 210.475772], [117.583957, 141.563670, 146.980992, 150.472301, 480.688617], [141.374786, 171.303577, 177.203827, 181.603140, 588.849365], [190.709082, 231.429406, 240.194048, 245.119499, 804.216672], [309.652228, 372.048587, 387.388070, 396.272852, 1241.885273], [177.823214, 214.474559, 222.552303, 227.941841, 736.396779], [164.945792, 201.093469, 208.274491, 212.430431, 690.556405], [171.533268, 208.888913, 215.934282, 220.990778, 709.529376], [122.922895, 147.677605, 153.942226, 157.152413, 521.056786], [213.236188, 256.143801, 266.485626, 272.805107, 878.693147], [267.633869, 322.195058, 335.144174, 343.061149, 1084.258184], [163.455307, 198.079799, 205.465741, 210.090872, 685.749258]]
### 12
fourier: [[272.448726, 329.767246, 342.021835, 349.770471, 1163.865716], [364.306817, 440.332039, 457.050262, 467.519139, 1508.007002], [21.909526, 26.383165, 27.651556, 28.297824, 66.480818], [135.492798, 162.979253, 169.676211, 173.669364, 559.968197], [83.122045, 100.258697, 104.403040, 106.657985, 306.161671], [35.876290, 43.014404, 44.934861, 45.921252, 150.424915], [93.292801, 112.392907, 116.919016, 119.531281, 350.455959], [157.475166, 189.779028, 197.504622, 202.121855, 625.638638], [226.379829, 273.078343, 283.757297, 290.267069, 941.678797], [154.168291, 185.248827, 192.901065, 197.540055, 601.871928], [89.858517, 109.102603, 112.897728, 115.399451, 377.284797], [84.964330, 103.046368, 106.721601, 109.188675, 332.248095], [68.842826, 82.709400, 86.171696, 88.242211, 251.562905], [115.906469, 139.511216, 145.273722, 148.632989, 460.127597]]
### 14
fourier: [[24.493086, 29.958183, 31.376339, 31.540622, 118.424834], [128.030030, 155.403730, 161.758150, 164.767843, 508.897475], [90.001601, 108.974225, 113.389071, 115.684132, 369.522356], [17.075668, 20.248202, 21.119880, 21.822111, 79.196679], [46.849145, 57.292889, 59.911565, 60.390062, 176.830700], [51.473203, 63.038768, 65.671464, 66.384160, 219.778202], [112.386280, 136.572528, 141.986487, 144.758353, 443.373049], [23.350558, 28.039592, 29.031845, 29.988577, 99.737593], [55.633706, 67.136172, 69.804725, 71.443340, 236.872490], [62.789894, 76.815741, 80.018662, 81.048911, 278.628721], [55.109069, 67.825511, 70.953125, 71.147217, 246.263563], [105.424278, 127.690247, 132.724204, 135.639081, 409.423407], [111.931858, 136.498294, 142.285976, 144.241499, 450.698574], [86.852740, 105.733863, 110.122326, 111.814523, 364.716346]]
### 16
fourier: [[85.542520, 104.444798, 108.951548, 110.280209, 365.099735], [14.765476, 18.085218, 18.881954, 19.054704, 60.727196], [66.552385, 80.879904, 84.194174, 85.686717, 275.420971], [154.271885, 187.971135, 195.892230, 198.774208, 615.190921], [11.137502, 13.534425, 14.099594, 14.338300, 48.579154], [11.337412, 13.683428, 14.211352, 14.570385, 63.946284], [45.253595, 55.413431, 57.871266, 58.386513, 150.699096], [0.242129, 0.252675, 0.262161, 0.310831, 14.708807], [59.421839, 72.701564, 75.899753, 76.653432, 266.460474], [17.012243, 20.568499, 21.361039, 21.870851, 86.549819], [120.816456, 147.234713, 153.465871, 155.672563, 501.467966], [77.223000, 94.262837, 98.320145, 99.548243, 345.366349], [11.703962, 14.169287, 14.707004, 15.059347, 81.001273], [31.004310, 37.971022, 39.654970, 39.999278, 129.365952]]
### 18
fourier: [[39.345349, 47.671432, 49.631490, 50.627253, 138.132774]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
no_repeats
|
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9,989
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{"target_pattern": "sorted_ascending", "degraded_accuracy": 0.58, "improved_accuracy": 0.92, "improvement": 0.3400000000000001, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 13, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2958, "learning_rate": 0.017613059156736614, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "sorted_ascending", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["sorted_ascending"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[30.977674, 32.561908, 32.750923, 36.227659, 114.180247], [16.106527, 16.840612, 21.300723, 23.421909, 147.525635], [25.580742, 26.874509, 26.997794, 30.933634, 105.357106], [34.129809, 40.985233, 42.885021, 43.512603, 47.920977], [23.113668, 26.474381, 27.554588, 27.960305, 249.451052], [25.112896, 28.294480, 31.073344, 33.620684, 144.655049], [32.290667, 34.809248, 39.463269, 41.692467, 172.953899], [20.159116, 22.217140, 24.391411, 30.813456, 68.225232], [27.399268, 29.579930, 29.885565, 31.883599, 187.066979], [19.811172, 19.946492, 22.809364, 23.496418, 30.550306], [21.465036, 22.676882, 24.238225, 24.553957, 28.888316], [18.875361, 18.965559, 21.326878, 23.644217, 138.366931], [23.130751, 24.211901, 24.406548, 26.398953, 50.213138]]
### 2
fourier: [[33.515045, 33.610946, 33.952977, 39.734752, 129.674909], [16.942583, 17.402366, 17.601808, 20.717539, 64.867660], [7.999719, 8.027021, 8.347880, 11.046731, 85.035164], [32.549990, 35.553983, 40.621302, 41.929625, 307.588315], [16.725083, 17.760460, 18.952090, 19.682933, 76.953921], [14.873667, 16.588146, 19.554273, 20.993648, 59.649582], [9.918309, 10.421350, 11.023095, 12.871262, 33.244025], [25.981218, 28.944876, 30.797705, 31.912440, 238.644191], [40.366079, 44.356179, 46.678204, 47.637136, 312.490503], [18.808966, 18.888088, 22.581794, 24.477018, 44.424887], [18.756839, 19.060488, 21.206029, 21.263505, 55.752086], [19.316564, 19.484537, 20.611058, 21.042010, 53.181807], [14.231778, 14.500839, 15.055854, 18.409163, 139.521321]]
### 4
fourier: [[22.049204, 24.157332, 26.790664, 29.078881, 58.177566], [48.234161, 49.706088, 52.191591, 52.258904, 329.101733], [16.388716, 17.689279, 20.808978, 21.032602, 186.895171], [34.158952, 34.586702, 36.992722, 40.657273, 200.197009], [27.761917, 28.233881, 31.259592, 33.136192, 162.235802], [22.740269, 25.038364, 26.546590, 29.596766, 91.729517], [39.503718, 41.355327, 42.111500, 43.122709, 289.057007], [54.396992, 56.486250, 56.791145, 58.083123, 386.750103], [19.343021, 22.650921, 26.153363, 28.780259, 41.524395], [20.855579, 21.183782, 22.103046, 25.563565, 111.640291], [20.319378, 20.685856, 22.233777, 28.348674, 30.838653], [29.803383, 30.152806, 30.406267, 30.917907, 212.270729], [39.855006, 42.356883, 43.193948, 46.184622, 303.066865]]
### 6
fourier: [[83.172085, 84.601626, 89.869878, 90.845782, 560.392725], [50.361840, 50.450941, 52.391209, 52.498581, 286.018445], [27.835945, 28.155474, 28.796659, 28.878522, 134.105312], [26.547799, 27.741654, 29.667886, 29.871493, 98.490797], [50.116160, 52.143755, 53.913787, 54.046714, 329.323518], [27.728838, 28.474862, 30.705484, 31.438901, 126.903686], [5.460324, 5.497977, 5.567658, 6.537419, 24.265900], [80.300599, 82.391235, 82.899272, 85.477140, 531.391341], [24.539543, 26.631973, 28.434560, 29.970539, 109.062351], [63.071104, 64.182076, 67.670598, 70.081605, 327.062403], [21.024594, 21.752270, 23.274153, 23.540127, 58.543846], [14.179110, 14.550247, 15.692957, 15.696577, 40.595164], [56.966102, 57.529699, 60.535784, 61.926235, 376.017310]]
### 8
fourier: [[107.998595, 109.794298, 112.308154, 114.195720, 648.151628], [8.427189, 8.661989, 9.036041, 9.714122, 77.837459], [129.304073, 132.366097, 136.742485, 140.480600, 833.890529], [93.733781, 95.756506, 99.609262, 101.629978, 598.128126], [65.443279, 67.084156, 69.000382, 70.011553, 357.486614], [24.428944, 25.967499, 26.228282, 26.753435, 105.662168], [69.927756, 70.507244, 72.126213, 73.931494, 418.742557], [79.323203, 79.976957, 81.695071, 84.372740, 483.537252], [56.222523, 59.285698, 59.535783, 59.780804, 307.866696], [58.367063, 60.415725, 60.460468, 61.537618, 279.624937], [67.216442, 68.445774, 69.787939, 70.134450, 355.421415], [42.836816, 44.986286, 45.028053, 46.833465, 235.165559], [54.712187, 54.882277, 56.646768, 57.614389, 293.209771]]
### 10
fourier: [[68.567212, 69.166265, 69.372788, 72.995007, 420.782396], [140.416846, 143.197842, 144.447219, 153.619284, 915.720289], [215.510924, 217.212290, 219.221077, 233.851941, 1419.260192], [102.491474, 105.253348, 106.667934, 113.441081, 624.283001], [95.787031, 96.477815, 96.542057, 103.089167, 565.561175], [44.668789, 44.871596, 45.421461, 47.700859, 256.827046], [153.227464, 157.518953, 157.783723, 167.573982, 949.991128], [155.253108, 159.768690, 160.213806, 170.964860, 1031.059456], [67.993755, 70.398202, 73.031837, 75.220256, 498.218317], [97.200938, 99.264822, 99.596224, 105.781965, 593.775183], [61.995026, 63.029136, 63.586013, 67.680022, 401.009204], [170.996524, 172.094920, 172.804334, 184.167290, 1140.762795], [85.677109, 86.349530, 87.207550, 91.726206, 524.617663]]
### 12
fourier: [[74.137745, 74.794319, 75.506689, 79.962541, 520.139106], [86.052302, 88.080795, 88.670784, 94.510019, 548.086603], [262.432856, 265.985078, 267.645054, 285.633533, 1741.481224], [116.057822, 118.697048, 120.710197, 129.258986, 753.340892], [271.416548, 272.912051, 275.644655, 294.644049, 1788.263240], [148.823722, 151.099284, 153.111265, 164.120217, 976.279227], [202.390226, 205.937576, 207.329661, 221.251674, 1335.101789], [240.712322, 243.723012, 246.369630, 263.044870, 1590.720514], [73.017888, 74.420338, 74.609047, 79.902113, 449.265049], [121.099856, 124.382706, 124.649253, 133.234879, 776.803815], [205.052741, 206.715912, 208.581076, 222.875897, 1346.890834], [162.280851, 165.984565, 167.214399, 178.703599, 1050.156292], [117.607443, 117.685679, 118.735570, 126.638290, 754.181208]]
### 14
fourier: [[222.617615, 223.201828, 225.862738, 241.720095, 1458.884620], [208.274995, 208.423225, 210.773279, 225.677375, 1361.172023], [210.026852, 212.892648, 213.541819, 228.867265, 1407.700690], [205.855577, 207.717924, 208.469028, 223.186320, 1347.756052], [155.956033, 156.294487, 157.648713, 168.627083, 1023.915246], [455.576977, 457.327233, 461.542473, 494.032928, 3031.673978], [185.766617, 188.558969, 190.797264, 204.050210, 1228.873077], [345.086885, 345.562327, 349.601297, 374.267297, 2284.426931], [197.105352, 197.714656, 199.955518, 213.947598, 1320.180279], [270.860399, 271.028637, 274.471339, 293.851748, 1775.035574], [219.489901, 220.015092, 222.329191, 238.030005, 1443.911645], [251.185200, 251.242144, 254.513609, 272.428190, 1643.922472], [379.568763, 379.734450, 384.662541, 411.750294, 2499.824978]]
### 16
fourier: [[451.354386, 453.646772, 457.108719, 489.393993, 3001.785196]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
sorted_ascending
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 13
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[30.977674, 32.561908, 32.750923, 36.227659, 114.180247], [16.106527, 16.840612, 21.300723, 23.421909, 147.525635], [25.580742, 26.874509, 26.997794, 30.933634, 105.357106], [34.129809, 40.985233, 42.885021, 43.512603, 47.920977], [23.113668, 26.474381, 27.554588, 27.960305, 249.451052], [25.112896, 28.294480, 31.073344, 33.620684, 144.655049], [32.290667, 34.809248, 39.463269, 41.692467, 172.953899], [20.159116, 22.217140, 24.391411, 30.813456, 68.225232], [27.399268, 29.579930, 29.885565, 31.883599, 187.066979], [19.811172, 19.946492, 22.809364, 23.496418, 30.550306], [21.465036, 22.676882, 24.238225, 24.553957, 28.888316], [18.875361, 18.965559, 21.326878, 23.644217, 138.366931], [23.130751, 24.211901, 24.406548, 26.398953, 50.213138]]
### 2
fourier: [[33.515045, 33.610946, 33.952977, 39.734752, 129.674909], [16.942583, 17.402366, 17.601808, 20.717539, 64.867660], [7.999719, 8.027021, 8.347880, 11.046731, 85.035164], [32.549990, 35.553983, 40.621302, 41.929625, 307.588315], [16.725083, 17.760460, 18.952090, 19.682933, 76.953921], [14.873667, 16.588146, 19.554273, 20.993648, 59.649582], [9.918309, 10.421350, 11.023095, 12.871262, 33.244025], [25.981218, 28.944876, 30.797705, 31.912440, 238.644191], [40.366079, 44.356179, 46.678204, 47.637136, 312.490503], [18.808966, 18.888088, 22.581794, 24.477018, 44.424887], [18.756839, 19.060488, 21.206029, 21.263505, 55.752086], [19.316564, 19.484537, 20.611058, 21.042010, 53.181807], [14.231778, 14.500839, 15.055854, 18.409163, 139.521321]]
### 4
fourier: [[22.049204, 24.157332, 26.790664, 29.078881, 58.177566], [48.234161, 49.706088, 52.191591, 52.258904, 329.101733], [16.388716, 17.689279, 20.808978, 21.032602, 186.895171], [34.158952, 34.586702, 36.992722, 40.657273, 200.197009], [27.761917, 28.233881, 31.259592, 33.136192, 162.235802], [22.740269, 25.038364, 26.546590, 29.596766, 91.729517], [39.503718, 41.355327, 42.111500, 43.122709, 289.057007], [54.396992, 56.486250, 56.791145, 58.083123, 386.750103], [19.343021, 22.650921, 26.153363, 28.780259, 41.524395], [20.855579, 21.183782, 22.103046, 25.563565, 111.640291], [20.319378, 20.685856, 22.233777, 28.348674, 30.838653], [29.803383, 30.152806, 30.406267, 30.917907, 212.270729], [39.855006, 42.356883, 43.193948, 46.184622, 303.066865]]
### 6
fourier: [[83.172085, 84.601626, 89.869878, 90.845782, 560.392725], [50.361840, 50.450941, 52.391209, 52.498581, 286.018445], [27.835945, 28.155474, 28.796659, 28.878522, 134.105312], [26.547799, 27.741654, 29.667886, 29.871493, 98.490797], [50.116160, 52.143755, 53.913787, 54.046714, 329.323518], [27.728838, 28.474862, 30.705484, 31.438901, 126.903686], [5.460324, 5.497977, 5.567658, 6.537419, 24.265900], [80.300599, 82.391235, 82.899272, 85.477140, 531.391341], [24.539543, 26.631973, 28.434560, 29.970539, 109.062351], [63.071104, 64.182076, 67.670598, 70.081605, 327.062403], [21.024594, 21.752270, 23.274153, 23.540127, 58.543846], [14.179110, 14.550247, 15.692957, 15.696577, 40.595164], [56.966102, 57.529699, 60.535784, 61.926235, 376.017310]]
### 8
fourier: [[107.998595, 109.794298, 112.308154, 114.195720, 648.151628], [8.427189, 8.661989, 9.036041, 9.714122, 77.837459], [129.304073, 132.366097, 136.742485, 140.480600, 833.890529], [93.733781, 95.756506, 99.609262, 101.629978, 598.128126], [65.443279, 67.084156, 69.000382, 70.011553, 357.486614], [24.428944, 25.967499, 26.228282, 26.753435, 105.662168], [69.927756, 70.507244, 72.126213, 73.931494, 418.742557], [79.323203, 79.976957, 81.695071, 84.372740, 483.537252], [56.222523, 59.285698, 59.535783, 59.780804, 307.866696], [58.367063, 60.415725, 60.460468, 61.537618, 279.624937], [67.216442, 68.445774, 69.787939, 70.134450, 355.421415], [42.836816, 44.986286, 45.028053, 46.833465, 235.165559], [54.712187, 54.882277, 56.646768, 57.614389, 293.209771]]
### 10
fourier: [[68.567212, 69.166265, 69.372788, 72.995007, 420.782396], [140.416846, 143.197842, 144.447219, 153.619284, 915.720289], [215.510924, 217.212290, 219.221077, 233.851941, 1419.260192], [102.491474, 105.253348, 106.667934, 113.441081, 624.283001], [95.787031, 96.477815, 96.542057, 103.089167, 565.561175], [44.668789, 44.871596, 45.421461, 47.700859, 256.827046], [153.227464, 157.518953, 157.783723, 167.573982, 949.991128], [155.253108, 159.768690, 160.213806, 170.964860, 1031.059456], [67.993755, 70.398202, 73.031837, 75.220256, 498.218317], [97.200938, 99.264822, 99.596224, 105.781965, 593.775183], [61.995026, 63.029136, 63.586013, 67.680022, 401.009204], [170.996524, 172.094920, 172.804334, 184.167290, 1140.762795], [85.677109, 86.349530, 87.207550, 91.726206, 524.617663]]
### 12
fourier: [[74.137745, 74.794319, 75.506689, 79.962541, 520.139106], [86.052302, 88.080795, 88.670784, 94.510019, 548.086603], [262.432856, 265.985078, 267.645054, 285.633533, 1741.481224], [116.057822, 118.697048, 120.710197, 129.258986, 753.340892], [271.416548, 272.912051, 275.644655, 294.644049, 1788.263240], [148.823722, 151.099284, 153.111265, 164.120217, 976.279227], [202.390226, 205.937576, 207.329661, 221.251674, 1335.101789], [240.712322, 243.723012, 246.369630, 263.044870, 1590.720514], [73.017888, 74.420338, 74.609047, 79.902113, 449.265049], [121.099856, 124.382706, 124.649253, 133.234879, 776.803815], [205.052741, 206.715912, 208.581076, 222.875897, 1346.890834], [162.280851, 165.984565, 167.214399, 178.703599, 1050.156292], [117.607443, 117.685679, 118.735570, 126.638290, 754.181208]]
### 14
fourier: [[222.617615, 223.201828, 225.862738, 241.720095, 1458.884620], [208.274995, 208.423225, 210.773279, 225.677375, 1361.172023], [210.026852, 212.892648, 213.541819, 228.867265, 1407.700690], [205.855577, 207.717924, 208.469028, 223.186320, 1347.756052], [155.956033, 156.294487, 157.648713, 168.627083, 1023.915246], [455.576977, 457.327233, 461.542473, 494.032928, 3031.673978], [185.766617, 188.558969, 190.797264, 204.050210, 1228.873077], [345.086885, 345.562327, 349.601297, 374.267297, 2284.426931], [197.105352, 197.714656, 199.955518, 213.947598, 1320.180279], [270.860399, 271.028637, 274.471339, 293.851748, 1775.035574], [219.489901, 220.015092, 222.329191, 238.030005, 1443.911645], [251.185200, 251.242144, 254.513609, 272.428190, 1643.922472], [379.568763, 379.734450, 384.662541, 411.750294, 2499.824978]]
### 16
fourier: [[451.354386, 453.646772, 457.108719, 489.393993, 3001.785196]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
sorted_ascending
|
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9,990
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{"target_pattern": "mountain_pattern", "degraded_accuracy": 0.62, "improved_accuracy": 0.84, "improvement": 0.21999999999999997, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 3699, "learning_rate": 0.03971982973570319, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "mountain_pattern", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["mountain_pattern"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.796853, 18.692071, 18.956934, 27.459260, 30.488678], [21.075542, 22.158501, 23.291035, 28.498863, 48.389229], [36.547846, 36.999621, 38.102577, 39.311965, 150.523499], [16.145020, 17.148389, 19.589895, 20.387807, 27.443982], [11.356453, 11.645879, 11.988277, 15.754219, 53.493012], [13.941342, 14.138098, 17.547453, 18.810107, 127.821038], [14.919673, 15.838178, 16.546428, 19.469914, 125.799163], [27.061441, 27.550515, 27.968324, 29.379116, 36.373390], [23.004349, 23.691966, 27.543507, 30.536566, 106.072448], [12.909274, 12.988934, 15.459288, 15.575739, 83.702901], [25.162601, 25.868406, 28.110263, 31.552750, 140.816743], [18.118997, 19.813740, 22.304313, 25.990311, 157.301301], [21.990306, 22.816691, 25.439753, 25.524496, 47.662968], [18.535240, 18.722155, 20.045245, 23.011784, 148.368825]]
### 2
fourier: [[27.796941, 28.454403, 28.866978, 29.182159, 138.500776], [21.977477, 22.999542, 23.752132, 25.986600, 177.243495], [24.948683, 26.683343, 27.364183, 28.199348, 137.481504], [16.790211, 17.326178, 18.915278, 22.892993, 35.866224], [12.703923, 14.013202, 14.737351, 17.318056, 110.647706], [9.369980, 9.544491, 10.089092, 10.825611, 65.899676], [10.711981, 12.009073, 12.691425, 18.801976, 22.092906], [17.733968, 18.777271, 23.038587, 24.361574, 161.344845], [20.419958, 21.604866, 22.156872, 23.264308, 24.579225], [12.515383, 12.758636, 13.122542, 14.651283, 64.993542], [21.011227, 21.292010, 22.041996, 22.340915, 111.318247], [10.646572, 11.431995, 11.966219, 12.151977, 29.952019], [21.116687, 21.805469, 22.105045, 22.310350, 22.393972], [25.526057, 26.180901, 26.585898, 27.247511, 112.592675]]
### 4
fourier: [[19.154835, 20.395711, 20.857423, 21.817545, 104.540272], [13.079909, 14.221140, 14.294415, 16.801383, 96.265771], [37.231691, 38.532374, 40.074413, 41.410852, 226.408412], [34.929322, 37.284756, 38.200299, 42.792727, 256.297624], [31.473134, 32.953588, 34.317887, 34.561126, 186.086289], [24.808754, 25.057557, 25.510503, 25.994564, 157.623722], [4.834309, 5.246672, 5.254715, 5.691418, 14.408471], [20.368668, 20.924942, 22.329870, 24.667152, 24.792725], [18.914333, 19.473348, 20.197751, 21.311588, 96.280801], [7.948932, 8.066466, 8.401619, 8.900843, 81.656466], [7.939909, 8.101942, 8.197881, 8.339114, 18.153306], [13.022037, 13.584696, 14.493210, 14.719533, 15.196578], [39.579913, 42.633093, 43.126522, 43.826951, 207.588219], [16.505092, 17.250750, 17.411141, 18.543303, 18.968179]]
### 6
fourier: [[30.986967, 32.941132, 33.590075, 34.263503, 168.828968], [13.109232, 13.273584, 13.626223, 15.104157, 97.386274], [18.859031, 19.103313, 19.163655, 20.282993, 23.623472], [42.950993, 46.102568, 46.196323, 50.444100, 218.387035], [57.934536, 61.699161, 61.751424, 64.286384, 300.150388], [29.586090, 30.837109, 31.235165, 33.154277, 136.364330], [26.923577, 27.101708, 27.332099, 27.603439, 101.769912], [15.358007, 16.632136, 16.839743, 16.873435, 17.144912], [9.995454, 10.508273, 10.732367, 10.765812, 20.840769], [37.026355, 39.756388, 40.170513, 44.156039, 195.402162], [36.548231, 39.251951, 39.615581, 41.948885, 194.074944], [15.620437, 16.297463, 17.219397, 18.089036, 47.377836], [14.905792, 15.435497, 16.147184, 18.236128, 144.484409], [35.436251, 37.563692, 37.802396, 39.892233, 208.544058]]
### 8
fourier: [[48.648006, 51.661772, 51.822343, 55.582080, 260.274196], [14.472071, 14.977162, 15.290845, 16.600936, 16.740943], [71.414892, 75.410967, 76.042854, 82.168268, 360.286368], [59.037274, 62.458325, 62.586640, 66.558208, 288.895346], [5.657252, 5.676842, 5.911637, 5.953468, 7.353588], [34.208345, 36.043378, 36.648249, 39.631807, 176.604911], [67.945722, 70.704483, 72.025505, 77.431800, 317.482423], [47.864356, 51.138682, 51.681652, 54.277869, 248.333781], [19.044121, 20.786292, 21.635660, 23.692164, 137.856890], [19.471770, 19.762045, 20.436777, 22.092188, 22.675649], [5.316941, 5.494532, 6.335261, 6.346092, 38.223456], [24.520362, 24.753931, 24.980333, 25.628127, 62.874775], [52.566714, 53.779444, 55.119728, 57.226688, 197.550438], [3.480851, 3.530786, 3.749151, 4.002486, 46.407977]]
### 10
fourier: [[35.559611, 37.486336, 37.608878, 41.317552, 188.351102], [32.869819, 34.234241, 34.518584, 36.599651, 135.842270], [21.266220, 22.293804, 22.371367, 23.243014, 51.641857], [52.611080, 55.502249, 56.286783, 59.870949, 247.548124], [29.215498, 30.298808, 31.113383, 31.763248, 63.624877], [96.947443, 100.950671, 102.184780, 109.053752, 442.540499], [27.904387, 28.138402, 29.063509, 29.906918, 97.093714], [39.307284, 40.910255, 41.647893, 42.932713, 123.173990], [27.872818, 28.487151, 28.852100, 29.611963, 37.199979], [32.144160, 33.886273, 35.287056, 36.533305, 171.745751], [46.126062, 47.559129, 48.480954, 50.674711, 163.757694], [33.854812, 34.112235, 35.594523, 37.416843, 139.904097], [33.727016, 33.944995, 34.892895, 35.418613, 36.841785], [66.133028, 68.615817, 69.853463, 74.780907, 307.440382]]
### 12
fourier: [[52.624982, 53.090007, 55.643299, 60.082998, 188.724172], [33.514954, 33.763990, 35.043187, 37.631876, 109.873551], [72.576032, 75.372237, 76.509768, 81.397574, 314.164315], [5.017221, 5.584658, 5.883389, 7.351409, 39.548031], [35.207985, 35.849153, 36.794767, 39.209655, 130.856232], [36.670789, 38.413269, 38.534585, 41.122882, 83.239418], [31.607968, 32.858532, 33.465498, 34.992271, 68.157667], [56.586929, 57.912181, 59.437004, 62.899268, 174.229080], [23.369737, 24.833657, 26.513855, 27.228954, 149.742390], [50.078945, 51.690802, 52.768442, 55.615274, 179.423320], [8.938739, 9.253740, 9.563257, 12.013842, 12.344245], [16.639828, 16.698857, 16.715752, 19.162159, 24.484005], [31.975881, 33.392399, 33.779162, 36.310670, 75.716342], [72.146049, 74.284033, 75.608152, 81.944788, 330.715669]]
### 14
fourier: [[39.835018, 40.860498, 41.772261, 45.154604, 93.984904], [13.740624, 15.034423, 15.296217, 18.538464, 83.181578], [18.944495, 19.092872, 19.972960, 21.148278, 78.082774], [8.916726, 10.039121, 10.187625, 14.852004, 69.671942], [31.107857, 32.632030, 34.530023, 35.763544, 133.216623], [40.553566, 41.187655, 42.494724, 45.875677, 125.492346], [21.469454, 21.869449, 22.396087, 24.822583, 49.104212], [31.175076, 31.176949, 31.900088, 34.868380, 47.547849], [30.546121, 31.334252, 32.103108, 35.064497, 84.694597], [59.305188, 59.503620, 61.863330, 67.734844, 236.326715], [10.577869, 10.743015, 10.763567, 11.130340, 11.397266], [29.683629, 30.071294, 30.929533, 32.394284, 38.306597], [26.120130, 27.025360, 27.403300, 29.497400, 73.692864], [25.716395, 26.515864, 26.968846, 29.555553, 54.214021]]
### 16
fourier: [[27.007033, 27.498625, 27.685821, 30.069638, 58.858831]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
mountain_pattern
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[17.796853, 18.692071, 18.956934, 27.459260, 30.488678], [21.075542, 22.158501, 23.291035, 28.498863, 48.389229], [36.547846, 36.999621, 38.102577, 39.311965, 150.523499], [16.145020, 17.148389, 19.589895, 20.387807, 27.443982], [11.356453, 11.645879, 11.988277, 15.754219, 53.493012], [13.941342, 14.138098, 17.547453, 18.810107, 127.821038], [14.919673, 15.838178, 16.546428, 19.469914, 125.799163], [27.061441, 27.550515, 27.968324, 29.379116, 36.373390], [23.004349, 23.691966, 27.543507, 30.536566, 106.072448], [12.909274, 12.988934, 15.459288, 15.575739, 83.702901], [25.162601, 25.868406, 28.110263, 31.552750, 140.816743], [18.118997, 19.813740, 22.304313, 25.990311, 157.301301], [21.990306, 22.816691, 25.439753, 25.524496, 47.662968], [18.535240, 18.722155, 20.045245, 23.011784, 148.368825]]
### 2
fourier: [[27.796941, 28.454403, 28.866978, 29.182159, 138.500776], [21.977477, 22.999542, 23.752132, 25.986600, 177.243495], [24.948683, 26.683343, 27.364183, 28.199348, 137.481504], [16.790211, 17.326178, 18.915278, 22.892993, 35.866224], [12.703923, 14.013202, 14.737351, 17.318056, 110.647706], [9.369980, 9.544491, 10.089092, 10.825611, 65.899676], [10.711981, 12.009073, 12.691425, 18.801976, 22.092906], [17.733968, 18.777271, 23.038587, 24.361574, 161.344845], [20.419958, 21.604866, 22.156872, 23.264308, 24.579225], [12.515383, 12.758636, 13.122542, 14.651283, 64.993542], [21.011227, 21.292010, 22.041996, 22.340915, 111.318247], [10.646572, 11.431995, 11.966219, 12.151977, 29.952019], [21.116687, 21.805469, 22.105045, 22.310350, 22.393972], [25.526057, 26.180901, 26.585898, 27.247511, 112.592675]]
### 4
fourier: [[19.154835, 20.395711, 20.857423, 21.817545, 104.540272], [13.079909, 14.221140, 14.294415, 16.801383, 96.265771], [37.231691, 38.532374, 40.074413, 41.410852, 226.408412], [34.929322, 37.284756, 38.200299, 42.792727, 256.297624], [31.473134, 32.953588, 34.317887, 34.561126, 186.086289], [24.808754, 25.057557, 25.510503, 25.994564, 157.623722], [4.834309, 5.246672, 5.254715, 5.691418, 14.408471], [20.368668, 20.924942, 22.329870, 24.667152, 24.792725], [18.914333, 19.473348, 20.197751, 21.311588, 96.280801], [7.948932, 8.066466, 8.401619, 8.900843, 81.656466], [7.939909, 8.101942, 8.197881, 8.339114, 18.153306], [13.022037, 13.584696, 14.493210, 14.719533, 15.196578], [39.579913, 42.633093, 43.126522, 43.826951, 207.588219], [16.505092, 17.250750, 17.411141, 18.543303, 18.968179]]
### 6
fourier: [[30.986967, 32.941132, 33.590075, 34.263503, 168.828968], [13.109232, 13.273584, 13.626223, 15.104157, 97.386274], [18.859031, 19.103313, 19.163655, 20.282993, 23.623472], [42.950993, 46.102568, 46.196323, 50.444100, 218.387035], [57.934536, 61.699161, 61.751424, 64.286384, 300.150388], [29.586090, 30.837109, 31.235165, 33.154277, 136.364330], [26.923577, 27.101708, 27.332099, 27.603439, 101.769912], [15.358007, 16.632136, 16.839743, 16.873435, 17.144912], [9.995454, 10.508273, 10.732367, 10.765812, 20.840769], [37.026355, 39.756388, 40.170513, 44.156039, 195.402162], [36.548231, 39.251951, 39.615581, 41.948885, 194.074944], [15.620437, 16.297463, 17.219397, 18.089036, 47.377836], [14.905792, 15.435497, 16.147184, 18.236128, 144.484409], [35.436251, 37.563692, 37.802396, 39.892233, 208.544058]]
### 8
fourier: [[48.648006, 51.661772, 51.822343, 55.582080, 260.274196], [14.472071, 14.977162, 15.290845, 16.600936, 16.740943], [71.414892, 75.410967, 76.042854, 82.168268, 360.286368], [59.037274, 62.458325, 62.586640, 66.558208, 288.895346], [5.657252, 5.676842, 5.911637, 5.953468, 7.353588], [34.208345, 36.043378, 36.648249, 39.631807, 176.604911], [67.945722, 70.704483, 72.025505, 77.431800, 317.482423], [47.864356, 51.138682, 51.681652, 54.277869, 248.333781], [19.044121, 20.786292, 21.635660, 23.692164, 137.856890], [19.471770, 19.762045, 20.436777, 22.092188, 22.675649], [5.316941, 5.494532, 6.335261, 6.346092, 38.223456], [24.520362, 24.753931, 24.980333, 25.628127, 62.874775], [52.566714, 53.779444, 55.119728, 57.226688, 197.550438], [3.480851, 3.530786, 3.749151, 4.002486, 46.407977]]
### 10
fourier: [[35.559611, 37.486336, 37.608878, 41.317552, 188.351102], [32.869819, 34.234241, 34.518584, 36.599651, 135.842270], [21.266220, 22.293804, 22.371367, 23.243014, 51.641857], [52.611080, 55.502249, 56.286783, 59.870949, 247.548124], [29.215498, 30.298808, 31.113383, 31.763248, 63.624877], [96.947443, 100.950671, 102.184780, 109.053752, 442.540499], [27.904387, 28.138402, 29.063509, 29.906918, 97.093714], [39.307284, 40.910255, 41.647893, 42.932713, 123.173990], [27.872818, 28.487151, 28.852100, 29.611963, 37.199979], [32.144160, 33.886273, 35.287056, 36.533305, 171.745751], [46.126062, 47.559129, 48.480954, 50.674711, 163.757694], [33.854812, 34.112235, 35.594523, 37.416843, 139.904097], [33.727016, 33.944995, 34.892895, 35.418613, 36.841785], [66.133028, 68.615817, 69.853463, 74.780907, 307.440382]]
### 12
fourier: [[52.624982, 53.090007, 55.643299, 60.082998, 188.724172], [33.514954, 33.763990, 35.043187, 37.631876, 109.873551], [72.576032, 75.372237, 76.509768, 81.397574, 314.164315], [5.017221, 5.584658, 5.883389, 7.351409, 39.548031], [35.207985, 35.849153, 36.794767, 39.209655, 130.856232], [36.670789, 38.413269, 38.534585, 41.122882, 83.239418], [31.607968, 32.858532, 33.465498, 34.992271, 68.157667], [56.586929, 57.912181, 59.437004, 62.899268, 174.229080], [23.369737, 24.833657, 26.513855, 27.228954, 149.742390], [50.078945, 51.690802, 52.768442, 55.615274, 179.423320], [8.938739, 9.253740, 9.563257, 12.013842, 12.344245], [16.639828, 16.698857, 16.715752, 19.162159, 24.484005], [31.975881, 33.392399, 33.779162, 36.310670, 75.716342], [72.146049, 74.284033, 75.608152, 81.944788, 330.715669]]
### 14
fourier: [[39.835018, 40.860498, 41.772261, 45.154604, 93.984904], [13.740624, 15.034423, 15.296217, 18.538464, 83.181578], [18.944495, 19.092872, 19.972960, 21.148278, 78.082774], [8.916726, 10.039121, 10.187625, 14.852004, 69.671942], [31.107857, 32.632030, 34.530023, 35.763544, 133.216623], [40.553566, 41.187655, 42.494724, 45.875677, 125.492346], [21.469454, 21.869449, 22.396087, 24.822583, 49.104212], [31.175076, 31.176949, 31.900088, 34.868380, 47.547849], [30.546121, 31.334252, 32.103108, 35.064497, 84.694597], [59.305188, 59.503620, 61.863330, 67.734844, 236.326715], [10.577869, 10.743015, 10.763567, 11.130340, 11.397266], [29.683629, 30.071294, 30.929533, 32.394284, 38.306597], [26.120130, 27.025360, 27.403300, 29.497400, 73.692864], [25.716395, 26.515864, 26.968846, 29.555553, 54.214021]]
### 16
fourier: [[27.007033, 27.498625, 27.685821, 30.069638, 58.858831]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
mountain_pattern
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.693865567445755, "train_acc": 0.475, "val_loss": 0.6838065981864929, "val_acc": 0.62}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6914610266685486, "train_acc": 0.545, "val_loss": 0.6740231513977051, "val_acc": 0.62}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.69027379155159, "train_acc": 0.545, "val_loss": 0.6552112102508545, "val_acc": 0.62}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.668741911649704, "train_acc": 0.545, "val_loss": 0.5020468235015869, "val_acc": 0.62}, {"stage": "improved", "epoch": 0, "global_epoch": 4, "train_loss": 1.0277940034866333, "train_acc": 0.515, "val_loss": 0.40864452719688416, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 5, "train_loss": 0.4566528797149658, "train_acc": 0.835, "val_loss": 0.5933784246444702, "val_acc": 0.66}, {"stage": "improved", "epoch": 2, "global_epoch": 6, "train_loss": 0.5708136260509491, "train_acc": 0.775, "val_loss": 0.6181328892707825, "val_acc": 0.68}, {"stage": "improved", "epoch": 3, "global_epoch": 7, "train_loss": 0.5809738337993622, "train_acc": 0.785, "val_loss": 0.609416127204895, "val_acc": 0.7}], "summary": {"total_epochs": 8, "degraded_epochs": 4, "improved_epochs": 4, "patterns": ["mountain_pattern"], "degraded_stage": {"initial_val_loss": 0.6838065981864929, "final_val_loss": 0.5020468235015869, "initial_val_acc": 0.62, "final_val_acc": 0.62, "best_val_acc": 0.62}, "improved_stage": {"initial_val_loss": 0.40864452719688416, "final_val_loss": 0.609416127204895, "initial_val_acc": 0.84, "final_val_acc": 0.7, "best_val_acc": 0.84, "best_epoch": 4}, "improvement": 0.21999999999999997, "first_improvement_epoch": 3}}
|
9,991
|
{"target_pattern": "alternating", "degraded_accuracy": 0.42, "improved_accuracy": 0.58, "improvement": 0.15999999999999998, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 13, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 4012, "learning_rate": 0.09852899641291525, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "alternating", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["alternating"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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## Activation Signature
### 0
fourier: [[44.098949, 45.850685, 46.033586, 46.551269, 46.829930], [26.658097, 28.436919, 29.935170, 34.140926, 157.897496], [15.295341, 16.264113, 18.678374, 19.172628, 19.984808], [15.598391, 18.030385, 21.650893, 22.461075, 145.216462], [17.802376, 19.328650, 19.963887, 20.445661, 21.168107], [23.255610, 23.301482, 29.328036, 33.334238, 138.041196], [18.479496, 20.459658, 20.736909, 23.596072, 63.877681], [27.338455, 27.454863, 30.178370, 30.606209, 32.579213], [21.548161, 23.749738, 24.227510, 28.916622, 205.503419], [43.635413, 44.902188, 52.385756, 57.849493, 144.778317], [17.399583, 17.508396, 19.761873, 19.777837, 125.195787], [35.033371, 37.171593, 39.174083, 43.805131, 114.085564], [19.403552, 19.571560, 20.563958, 22.864989, 89.320678]]
### 2
fourier: [[12.661875, 14.578236, 17.392184, 18.611172, 20.623427], [8.911949, 9.158706, 9.358758, 9.935771, 53.776001], [15.494565, 19.725992, 23.351150, 23.358118, 97.491738], [8.560754, 9.431925, 10.403283, 16.900624, 89.134343], [5.486894, 6.240559, 6.243838, 8.693774, 47.018636], [8.606916, 8.865501, 10.998463, 11.039914, 35.730898], [8.408987, 8.562015, 9.258190, 9.828345, 103.219734], [10.077406, 10.597064, 11.588270, 11.619865, 107.896640], [15.238800, 15.248380, 15.433996, 19.811198, 28.441537], [10.479294, 10.547696, 12.956170, 13.215780, 23.357869], [6.133242, 6.330808, 6.480775, 6.616334, 22.960992], [3.364839, 3.403826, 3.483872, 3.572880, 4.478103], [10.311246, 10.474627, 10.700493, 15.744328, 128.089384]]
### 4
fourier: [[2.497124, 2.556905, 2.951405, 3.780040, 36.823977], [6.194340, 6.475415, 7.943529, 8.245442, 22.077778], [7.188076, 7.623101, 8.331544, 8.357404, 33.655881], [3.678872, 3.957716, 4.125740, 4.298882, 45.744410], [5.864808, 6.791490, 6.987665, 7.738825, 45.307223], [3.262703, 3.274952, 3.276590, 3.365717, 19.858712], [2.177710, 2.528866, 2.733131, 2.869325, 22.360959], [6.242454, 6.389250, 6.395367, 7.457606, 30.436214], [4.030108, 4.416860, 4.475597, 6.227569, 59.425120], [4.612518, 4.883571, 5.431752, 6.026991, 58.616931], [1.726893, 1.833923, 2.128284, 2.784758, 36.794589], [5.025028, 5.082634, 5.506968, 5.664662, 65.294709], [6.383421, 6.608672, 6.676909, 9.525590, 68.662513]]
### 6
fourier: [[0.307798, 0.311978, 0.365807, 0.386478, 29.427761], [0.250012, 0.250420, 0.262792, 0.342965, 36.912702], [0.225013, 0.237325, 0.245249, 0.280952, 36.862596], [0.445587, 0.455703, 0.460316, 0.475256, 22.209082], [0.242727, 0.263601, 0.267618, 0.329296, 33.641127], [0.272101, 0.273770, 0.278961, 0.335816, 15.588428], [0.348280, 0.372401, 0.376368, 0.424743, 15.216116], [0.500176, 0.511582, 0.611474, 0.687038, 12.048125], [0.265843, 0.281687, 0.284836, 0.352655, 10.099899], [0.353203, 0.362102, 0.374959, 0.450557, 24.795249], [0.172122, 0.187111, 0.193576, 0.202752, 20.319150], [0.198029, 0.204033, 0.208461, 0.210769, 16.604692], [0.473047, 0.475019, 0.480627, 0.508745, 36.781121]]
### 8
fourier: [[0.049937, 0.050534, 0.054116, 0.074594, 14.269155], [0.094786, 0.097920, 0.102811, 0.149645, 19.594346], [0.037577, 0.038398, 0.040746, 0.051501, 7.185923], [0.117337, 0.120777, 0.121604, 0.137095, 22.930615], [0.033277, 0.033595, 0.034144, 0.058615, 40.024980], [0.085387, 0.087388, 0.091665, 0.113228, 26.584971], [0.049507, 0.050110, 0.052850, 0.066238, 26.292821], [0.111498, 0.115961, 0.118852, 0.189683, 46.989587], [0.182630, 0.185211, 0.187072, 0.316338, 35.075987], [0.055415, 0.059265, 0.066943, 0.082561, 24.072076], [0.048405, 0.050712, 0.050919, 0.075241, 5.085038], [0.064240, 0.064838, 0.069629, 0.095378, 23.816446], [0.106329, 0.107566, 0.133028, 0.146214, 25.948346]]
### 10
fourier: [[0.002611, 0.002635, 0.002830, 0.003876, 2.653539], [0.004941, 0.004987, 0.005355, 0.007336, 14.326701], [0.038673, 0.039033, 0.041917, 0.057419, 11.795403], [0.000960, 0.000969, 0.001040, 0.001425, 1.245139], [0.008117, 0.008193, 0.008798, 0.012052, 23.079997], [0.011960, 0.012071, 0.012963, 0.017757, 5.407830], [0.011185, 0.011289, 0.012123, 0.016606, 17.690929], [0.009043, 0.009127, 0.009801, 0.013426, 5.960349], [0.010720, 0.010819, 0.011619, 0.015916, 16.450116], [0.011710, 0.011819, 0.012693, 0.017386, 1.985575], [0.017362, 0.017524, 0.018818, 0.025778, 16.694391], [0.004680, 0.004724, 0.005073, 0.006949, 14.994446], [0.001676, 0.001691, 0.001816, 0.002488, 26.920382]]
### 12
fourier: [[0.000232, 0.000234, 0.000252, 0.000345, 0.454167], [0.006778, 0.006841, 0.007346, 0.010063, 30.735197], [0.005873, 0.005928, 0.006366, 0.008720, 23.926984], [0.007306, 0.007374, 0.007919, 0.010847, 27.485045], [0.000129, 0.000130, 0.000140, 0.000192, 2.573498], [0.000301, 0.000304, 0.000327, 0.000448, 27.056739], [0.001015, 0.001024, 0.001100, 0.001507, 11.030215], [0.001296, 0.001308, 0.001405, 0.001925, 12.120023], [0.000842, 0.000849, 0.000912, 0.001249, 32.147400], [0.000058, 0.000058, 0.000062, 0.000085, 10.810244], [0.002958, 0.002986, 0.003206, 0.004392, 40.710202], [0.008258, 0.008335, 0.008951, 0.012261, 23.327758], [0.004002, 0.004039, 0.004337, 0.005941, 30.625570]]
### 14
fourier: [[0.000145, 0.000146, 0.000157, 0.000215, 13.046707], [0.000702, 0.000709, 0.000761, 0.001043, 20.452362], [0.001908, 0.001926, 0.002068, 0.002833, 36.350636], [0.003236, 0.003266, 0.003508, 0.004805, 36.566578], [0.001282, 0.001294, 0.001389, 0.001903, 11.555814], [0.000780, 0.000787, 0.000845, 0.001158, 14.715075], [0.001633, 0.001648, 0.001770, 0.002425, 0.537503], [0.001147, 0.001158, 0.001244, 0.001704, 19.380861], [0.000486, 0.000491, 0.000527, 0.000722, 9.783325], [0.000368, 0.000371, 0.000399, 0.000546, 21.908244], [0.000685, 0.000692, 0.000743, 0.001017, 1.655442], [0.000818, 0.000826, 0.000887, 0.001215, 22.244026], [0.001792, 0.001809, 0.001943, 0.002661, 21.158779]]
### 16
fourier: [[0.000027, 0.000027, 0.000030, 0.000040, 22.454197], [0.000351, 0.000354, 0.000380, 0.000521, 17.627945], [0.000040, 0.000041, 0.000044, 0.000060, 0.275981], [0.000091, 0.000092, 0.000099, 0.000135, 8.636144], [0.000439, 0.000444, 0.000476, 0.000652, 13.172334], [0.000049, 0.000049, 0.000053, 0.000072, 11.659259], [0.000544, 0.000549, 0.000589, 0.000807, 26.032079], [0.000054, 0.000055, 0.000059, 0.000080, 20.640675], [0.000525, 0.000530, 0.000569, 0.000780, 2.525118], [0.000245, 0.000247, 0.000266, 0.000364, 5.346714], [0.000035, 0.000035, 0.000037, 0.000051, 14.197182], [0.000191, 0.000193, 0.000207, 0.000284, 6.888266], [0.000087, 0.000088, 0.000094, 0.000129, 15.873694]]
### 18
fourier: [[0.000024, 0.000024, 0.000026, 0.000036, 2.790866]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
alternating
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 13
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[44.098949, 45.850685, 46.033586, 46.551269, 46.829930], [26.658097, 28.436919, 29.935170, 34.140926, 157.897496], [15.295341, 16.264113, 18.678374, 19.172628, 19.984808], [15.598391, 18.030385, 21.650893, 22.461075, 145.216462], [17.802376, 19.328650, 19.963887, 20.445661, 21.168107], [23.255610, 23.301482, 29.328036, 33.334238, 138.041196], [18.479496, 20.459658, 20.736909, 23.596072, 63.877681], [27.338455, 27.454863, 30.178370, 30.606209, 32.579213], [21.548161, 23.749738, 24.227510, 28.916622, 205.503419], [43.635413, 44.902188, 52.385756, 57.849493, 144.778317], [17.399583, 17.508396, 19.761873, 19.777837, 125.195787], [35.033371, 37.171593, 39.174083, 43.805131, 114.085564], [19.403552, 19.571560, 20.563958, 22.864989, 89.320678]]
### 2
fourier: [[12.661875, 14.578236, 17.392184, 18.611172, 20.623427], [8.911949, 9.158706, 9.358758, 9.935771, 53.776001], [15.494565, 19.725992, 23.351150, 23.358118, 97.491738], [8.560754, 9.431925, 10.403283, 16.900624, 89.134343], [5.486894, 6.240559, 6.243838, 8.693774, 47.018636], [8.606916, 8.865501, 10.998463, 11.039914, 35.730898], [8.408987, 8.562015, 9.258190, 9.828345, 103.219734], [10.077406, 10.597064, 11.588270, 11.619865, 107.896640], [15.238800, 15.248380, 15.433996, 19.811198, 28.441537], [10.479294, 10.547696, 12.956170, 13.215780, 23.357869], [6.133242, 6.330808, 6.480775, 6.616334, 22.960992], [3.364839, 3.403826, 3.483872, 3.572880, 4.478103], [10.311246, 10.474627, 10.700493, 15.744328, 128.089384]]
### 4
fourier: [[2.497124, 2.556905, 2.951405, 3.780040, 36.823977], [6.194340, 6.475415, 7.943529, 8.245442, 22.077778], [7.188076, 7.623101, 8.331544, 8.357404, 33.655881], [3.678872, 3.957716, 4.125740, 4.298882, 45.744410], [5.864808, 6.791490, 6.987665, 7.738825, 45.307223], [3.262703, 3.274952, 3.276590, 3.365717, 19.858712], [2.177710, 2.528866, 2.733131, 2.869325, 22.360959], [6.242454, 6.389250, 6.395367, 7.457606, 30.436214], [4.030108, 4.416860, 4.475597, 6.227569, 59.425120], [4.612518, 4.883571, 5.431752, 6.026991, 58.616931], [1.726893, 1.833923, 2.128284, 2.784758, 36.794589], [5.025028, 5.082634, 5.506968, 5.664662, 65.294709], [6.383421, 6.608672, 6.676909, 9.525590, 68.662513]]
### 6
fourier: [[0.307798, 0.311978, 0.365807, 0.386478, 29.427761], [0.250012, 0.250420, 0.262792, 0.342965, 36.912702], [0.225013, 0.237325, 0.245249, 0.280952, 36.862596], [0.445587, 0.455703, 0.460316, 0.475256, 22.209082], [0.242727, 0.263601, 0.267618, 0.329296, 33.641127], [0.272101, 0.273770, 0.278961, 0.335816, 15.588428], [0.348280, 0.372401, 0.376368, 0.424743, 15.216116], [0.500176, 0.511582, 0.611474, 0.687038, 12.048125], [0.265843, 0.281687, 0.284836, 0.352655, 10.099899], [0.353203, 0.362102, 0.374959, 0.450557, 24.795249], [0.172122, 0.187111, 0.193576, 0.202752, 20.319150], [0.198029, 0.204033, 0.208461, 0.210769, 16.604692], [0.473047, 0.475019, 0.480627, 0.508745, 36.781121]]
### 8
fourier: [[0.049937, 0.050534, 0.054116, 0.074594, 14.269155], [0.094786, 0.097920, 0.102811, 0.149645, 19.594346], [0.037577, 0.038398, 0.040746, 0.051501, 7.185923], [0.117337, 0.120777, 0.121604, 0.137095, 22.930615], [0.033277, 0.033595, 0.034144, 0.058615, 40.024980], [0.085387, 0.087388, 0.091665, 0.113228, 26.584971], [0.049507, 0.050110, 0.052850, 0.066238, 26.292821], [0.111498, 0.115961, 0.118852, 0.189683, 46.989587], [0.182630, 0.185211, 0.187072, 0.316338, 35.075987], [0.055415, 0.059265, 0.066943, 0.082561, 24.072076], [0.048405, 0.050712, 0.050919, 0.075241, 5.085038], [0.064240, 0.064838, 0.069629, 0.095378, 23.816446], [0.106329, 0.107566, 0.133028, 0.146214, 25.948346]]
### 10
fourier: [[0.002611, 0.002635, 0.002830, 0.003876, 2.653539], [0.004941, 0.004987, 0.005355, 0.007336, 14.326701], [0.038673, 0.039033, 0.041917, 0.057419, 11.795403], [0.000960, 0.000969, 0.001040, 0.001425, 1.245139], [0.008117, 0.008193, 0.008798, 0.012052, 23.079997], [0.011960, 0.012071, 0.012963, 0.017757, 5.407830], [0.011185, 0.011289, 0.012123, 0.016606, 17.690929], [0.009043, 0.009127, 0.009801, 0.013426, 5.960349], [0.010720, 0.010819, 0.011619, 0.015916, 16.450116], [0.011710, 0.011819, 0.012693, 0.017386, 1.985575], [0.017362, 0.017524, 0.018818, 0.025778, 16.694391], [0.004680, 0.004724, 0.005073, 0.006949, 14.994446], [0.001676, 0.001691, 0.001816, 0.002488, 26.920382]]
### 12
fourier: [[0.000232, 0.000234, 0.000252, 0.000345, 0.454167], [0.006778, 0.006841, 0.007346, 0.010063, 30.735197], [0.005873, 0.005928, 0.006366, 0.008720, 23.926984], [0.007306, 0.007374, 0.007919, 0.010847, 27.485045], [0.000129, 0.000130, 0.000140, 0.000192, 2.573498], [0.000301, 0.000304, 0.000327, 0.000448, 27.056739], [0.001015, 0.001024, 0.001100, 0.001507, 11.030215], [0.001296, 0.001308, 0.001405, 0.001925, 12.120023], [0.000842, 0.000849, 0.000912, 0.001249, 32.147400], [0.000058, 0.000058, 0.000062, 0.000085, 10.810244], [0.002958, 0.002986, 0.003206, 0.004392, 40.710202], [0.008258, 0.008335, 0.008951, 0.012261, 23.327758], [0.004002, 0.004039, 0.004337, 0.005941, 30.625570]]
### 14
fourier: [[0.000145, 0.000146, 0.000157, 0.000215, 13.046707], [0.000702, 0.000709, 0.000761, 0.001043, 20.452362], [0.001908, 0.001926, 0.002068, 0.002833, 36.350636], [0.003236, 0.003266, 0.003508, 0.004805, 36.566578], [0.001282, 0.001294, 0.001389, 0.001903, 11.555814], [0.000780, 0.000787, 0.000845, 0.001158, 14.715075], [0.001633, 0.001648, 0.001770, 0.002425, 0.537503], [0.001147, 0.001158, 0.001244, 0.001704, 19.380861], [0.000486, 0.000491, 0.000527, 0.000722, 9.783325], [0.000368, 0.000371, 0.000399, 0.000546, 21.908244], [0.000685, 0.000692, 0.000743, 0.001017, 1.655442], [0.000818, 0.000826, 0.000887, 0.001215, 22.244026], [0.001792, 0.001809, 0.001943, 0.002661, 21.158779]]
### 16
fourier: [[0.000027, 0.000027, 0.000030, 0.000040, 22.454197], [0.000351, 0.000354, 0.000380, 0.000521, 17.627945], [0.000040, 0.000041, 0.000044, 0.000060, 0.275981], [0.000091, 0.000092, 0.000099, 0.000135, 8.636144], [0.000439, 0.000444, 0.000476, 0.000652, 13.172334], [0.000049, 0.000049, 0.000053, 0.000072, 11.659259], [0.000544, 0.000549, 0.000589, 0.000807, 26.032079], [0.000054, 0.000055, 0.000059, 0.000080, 20.640675], [0.000525, 0.000530, 0.000569, 0.000780, 2.525118], [0.000245, 0.000247, 0.000266, 0.000364, 5.346714], [0.000035, 0.000035, 0.000037, 0.000051, 14.197182], [0.000191, 0.000193, 0.000207, 0.000284, 6.888266], [0.000087, 0.000088, 0.000094, 0.000129, 15.873694]]
### 18
fourier: [[0.000024, 0.000024, 0.000026, 0.000036, 2.790866]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
alternating
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[[-0.051586, -0.173589, 0.01454, -0.021768, 0.182187, 0.118955, -0.267301, -0.108207, -0.162537, 0.035469, -0.013466, 0.11041, -0.001201]], "network.18.bias": [0.005042]}}
|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6894043385982513, "train_acc": 0.59, "val_loss": 0.742164134979248, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.9574492573738098, "train_acc": 0.59, "val_loss": 0.683696448802948, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 6.3656907975673676, "train_acc": 0.52, "val_loss": 0.6190615892410278, "val_acc": 0.42}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.6175970137119293, "train_acc": 0.52, "val_loss": 0.6907868981361389, "val_acc": 0.58}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6987769603729248, "train_acc": 0.48, "val_loss": 0.6862885355949402, "val_acc": 0.58}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.6960322558879852, "train_acc": 0.48, "val_loss": 0.6865841746330261, "val_acc": 0.58}], "summary": {"total_epochs": 6, "degraded_epochs": 2, "improved_epochs": 4, "patterns": ["alternating"], "degraded_stage": {"initial_val_loss": 0.742164134979248, "final_val_loss": 0.683696448802948, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.6190615892410278, "final_val_loss": 0.6865841746330261, "initial_val_acc": 0.42, "final_val_acc": 0.58, "best_val_acc": 0.58, "best_epoch": 3}, "improvement": 0.15999999999999998, "first_improvement_epoch": 1}}
|
9,992
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.4, "improved_accuracy": 0.7, "improvement": 0.29999999999999993, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 8555, "learning_rate": 0.07121201369462325, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[29.122760, 30.318458, 38.804048, 38.974624, 124.905589], [13.095956, 13.495415, 13.640166, 14.858873, 15.485909], [17.880707, 18.770534, 19.710738, 20.039399, 52.411888], [11.889476, 12.035177, 12.234209, 13.629991, 16.600452], [17.441224, 18.216064, 19.311874, 19.811686, 20.620624], [9.830574, 10.314329, 10.960096, 11.492059, 68.766265], [18.438635, 18.751903, 20.746803, 22.395141, 26.166792], [30.379238, 32.284900, 35.117658, 36.424896, 129.560727], [28.669958, 30.143231, 31.164436, 33.213059, 100.452016], [22.262240, 23.965678, 27.390894, 32.200208, 79.415495], [17.561629, 21.516314, 25.323923, 27.080478, 107.532150], [21.643838, 21.741689, 24.008906, 26.817648, 171.360501], [15.444020, 15.732281, 15.959147, 21.398209, 29.255798], [24.017205, 24.613986, 26.980333, 31.671802, 202.425015]]
### 2
fourier: [[31.895003, 35.553323, 42.040647, 46.971335, 201.271057], [22.122086, 26.739616, 27.151651, 30.206411, 233.591128], [32.212413, 35.843488, 38.136075, 46.728628, 215.515354], [11.639744, 11.788791, 12.953855, 15.804284, 63.885749], [40.545571, 43.516578, 54.935228, 56.815354, 263.810950], [18.769973, 18.787578, 19.057076, 19.599790, 127.821902], [31.478397, 34.120766, 40.281039, 42.905309, 196.221443], [37.533895, 40.521161, 44.639069, 47.771674, 194.885910], [15.684789, 17.830603, 19.124688, 20.001791, 126.538530], [35.171620, 39.278545, 45.158990, 47.186367, 205.259901], [18.054667, 20.390403, 21.094377, 23.593469, 172.771052], [14.810450, 15.064095, 18.009211, 19.188186, 19.545481], [39.790036, 45.618974, 48.533350, 53.214495, 214.499281], [32.925836, 36.560749, 41.119651, 42.744544, 225.867581]]
### 4
fourier: [[63.706033, 70.405545, 84.390435, 89.253484, 422.299418], [33.670473, 38.955510, 47.767285, 49.583285, 288.900177], [69.070808, 76.134816, 89.691206, 94.303810, 427.710032], [38.872874, 42.408654, 52.398572, 54.327163, 286.837477], [50.354335, 56.094136, 68.757318, 69.019138, 338.025723], [68.994809, 75.421194, 86.370350, 94.469023, 407.477353], [42.049697, 46.329602, 53.270910, 56.827046, 218.264557], [52.972638, 57.540857, 65.883854, 74.227051, 304.867930], [36.251621, 39.265288, 46.406229, 50.161702, 251.279306], [66.605683, 72.393438, 85.310070, 91.740764, 407.143180], [37.200276, 41.977734, 51.967752, 52.045658, 302.852150], [30.932046, 36.245833, 42.221746, 45.250024, 233.521434], [42.022466, 46.989232, 54.425127, 58.969320, 286.592929], [34.576832, 37.526555, 45.499270, 45.938851, 190.242170]]
### 6
fourier: [[60.543568, 66.672510, 78.813374, 83.079900, 424.113223], [6.627956, 7.088945, 7.416699, 9.559959, 60.626766], [83.263390, 91.517753, 107.625326, 114.338546, 540.049597], [42.552264, 46.911945, 56.328304, 58.724105, 293.378842], [43.350741, 47.676162, 55.523321, 59.663399, 296.003524], [39.487523, 43.337296, 51.688134, 54.478588, 291.473083], [69.975662, 76.664778, 89.888760, 96.669034, 433.004159], [64.752699, 71.316275, 84.583593, 89.074446, 436.817937], [71.855651, 78.575580, 91.686184, 98.910951, 440.909792], [67.256475, 73.823176, 86.755621, 93.185884, 436.830524], [43.099809, 47.116088, 55.479560, 59.124014, 261.538855], [47.162041, 51.698280, 60.983275, 64.764551, 311.796083], [76.033369, 83.532573, 97.581365, 104.228482, 503.738264], [93.489085, 102.432938, 120.122317, 128.702744, 618.087926]]
### 8
fourier: [[58.567813, 64.295489, 75.337457, 80.473551, 397.475337], [12.353851, 13.623607, 16.071708, 16.883584, 94.831957], [54.310157, 59.617229, 70.251909, 74.604984, 365.064060], [53.872672, 59.157577, 69.600372, 74.081582, 383.443898], [19.020661, 20.972944, 24.850118, 26.093110, 164.051900], [60.715439, 66.560916, 78.244738, 83.527617, 396.023646], [19.998399, 21.878703, 25.585342, 27.485676, 130.874620], [94.934610, 104.190771, 122.375127, 130.360222, 611.666310], [77.910175, 85.437999, 100.356960, 107.077304, 520.356249], [25.544755, 28.036610, 32.899946, 34.991640, 150.789965], [1.194654, 1.399707, 1.674112, 1.784123, 41.230048], [2.030240, 2.209160, 2.573502, 2.745415, 37.891275], [64.727687, 71.055353, 83.502760, 88.817725, 443.025066], [57.574051, 63.161845, 74.047025, 79.056532, 384.816521]]
### 10
fourier: [[31.870875, 34.951331, 41.015983, 43.765112, 231.974780], [11.912016, 13.058916, 15.267150, 16.402994, 93.666007], [55.467581, 60.864528, 71.441231, 76.203552, 372.440214], [85.493542, 93.832158, 110.116186, 117.389853, 573.041413], [82.962424, 91.037251, 106.831783, 113.915718, 540.964769], [63.514407, 69.713365, 81.830511, 87.207183, 454.039038], [9.183526, 10.087265, 11.853167, 12.584173, 52.819370], [47.476887, 52.091659, 61.199854, 65.184490, 339.499461], [14.767973, 16.204191, 19.002290, 20.300830, 79.653381], [85.568923, 93.900213, 110.270851, 117.497329, 547.773825], [73.170500, 80.299431, 94.272315, 100.497821, 509.853373], [69.016595, 75.756681, 88.977072, 94.747520, 464.162078], [21.850669, 23.971771, 28.137048, 30.037932, 165.097345], [69.488907, 76.246643, 89.525121, 95.428021, 473.103688]]
### 12
fourier: [[76.089286, 83.526718, 98.083330, 104.485954, 506.225900], [87.730688, 96.276778, 113.016457, 120.465887, 599.244577], [29.121365, 31.967978, 37.506329, 40.007617, 207.301066], [43.863362, 48.119367, 56.498980, 60.213157, 334.532077], [49.352294, 54.176899, 63.588260, 67.804823, 334.008258], [15.327615, 16.835202, 19.754402, 21.056396, 112.348223], [51.557187, 56.584636, 66.432463, 70.803990, 371.835975], [40.024995, 43.889541, 51.512057, 54.949230, 276.748694], [64.520247, 70.804160, 83.133871, 88.580599, 427.370212], [2.499902, 2.738099, 3.183398, 3.445393, 32.806951], [48.465982, 53.169020, 62.415868, 66.545765, 334.131998], [18.268890, 20.036818, 23.518553, 25.092376, 150.623328], [40.658650, 44.633828, 52.389843, 55.835460, 271.441369], [43.075964, 47.244683, 55.425018, 59.154162, 300.317896]]
### 14
fourier: [[13.269773, 14.563367, 17.094758, 18.223551, 90.124312], [6.332866, 6.957414, 8.164693, 8.704370, 22.801893], [19.658742, 21.566698, 25.323825, 26.986101, 169.936421], [37.398365, 41.045759, 48.182409, 51.363884, 274.119158], [38.326287, 42.064004, 49.381550, 52.630553, 282.837486], [43.885004, 48.166980, 56.544452, 60.271619, 328.607530], [32.664390, 35.848515, 42.084621, 44.860229, 229.914081], [3.652814, 4.011841, 4.706758, 5.024083, 34.411939], [18.913239, 20.757009, 24.368619, 25.975613, 128.432893], [13.769824, 15.108910, 17.740777, 18.906022, 128.175215], [58.843782, 64.577665, 75.811938, 80.810974, 430.011229], [20.855849, 22.894611, 26.874564, 28.651713, 145.950168], [25.934102, 28.458855, 33.410861, 35.609605, 185.100418], [15.152232, 16.629905, 19.522050, 20.812526, 128.132976]]
### 16
fourier: [[11.444791, 12.564781, 14.886248, 15.743560, 82.198237], [4.453129, 4.884621, 5.646191, 6.098013, 42.122165], [0.680188, 0.752007, 0.958072, 0.996289, 11.061597], [26.230100, 28.786763, 33.770756, 36.016930, 197.712106], [5.220149, 5.728615, 6.740665, 7.170383, 31.804008], [11.128226, 12.223033, 14.662007, 15.343453, 72.866171], [25.013449, 27.456615, 32.393568, 34.381472, 172.765962], [13.285618, 14.580803, 17.129777, 18.246705, 116.612546], [3.324930, 3.654626, 4.405345, 4.591303, 28.067045], [2.743671, 3.009506, 3.440695, 3.751269, 38.128792], [10.282473, 11.285099, 13.184875, 14.111463, 99.686575], [10.843578, 11.900983, 13.942827, 14.887390, 108.850439], [3.591237, 3.936863, 4.396623, 4.890133, 18.994821], [6.055646, 6.648541, 7.831589, 8.323870, 52.761993]]
### 18
fourier: [[2.078875, 2.299369, 2.727146, 2.874004, 17.290336], [3.829673, 4.224741, 4.943430, 5.274116, 24.885261], [1.059298, 1.145103, 1.423638, 1.454394, 11.508566], [4.458566, 4.927229, 5.703059, 6.136655, 37.601697], [5.359632, 5.890554, 6.951308, 7.373312, 46.096138], [4.143236, 4.559366, 5.315169, 5.693390, 10.277217], [2.272002, 2.502357, 2.933925, 3.127124, 28.078748], [2.838741, 3.140561, 3.673755, 3.916267, 22.230740], [6.520366, 7.174964, 8.424069, 8.969938, 51.214087], [1.701244, 1.859695, 2.206711, 2.334362, 20.559235], [0.550979, 0.615868, 0.741957, 0.768920, 3.997282], [1.712310, 1.893788, 2.259485, 2.369487, 10.568736], [0.525607, 0.596813, 0.632906, 0.726485, 35.063775], [1.456769, 1.594485, 1.751568, 2.114820, 2.201307]]
### 20
fourier: [[2.570366, 2.871763, 3.556286, 3.578751, 5.369902]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[29.122760, 30.318458, 38.804048, 38.974624, 124.905589], [13.095956, 13.495415, 13.640166, 14.858873, 15.485909], [17.880707, 18.770534, 19.710738, 20.039399, 52.411888], [11.889476, 12.035177, 12.234209, 13.629991, 16.600452], [17.441224, 18.216064, 19.311874, 19.811686, 20.620624], [9.830574, 10.314329, 10.960096, 11.492059, 68.766265], [18.438635, 18.751903, 20.746803, 22.395141, 26.166792], [30.379238, 32.284900, 35.117658, 36.424896, 129.560727], [28.669958, 30.143231, 31.164436, 33.213059, 100.452016], [22.262240, 23.965678, 27.390894, 32.200208, 79.415495], [17.561629, 21.516314, 25.323923, 27.080478, 107.532150], [21.643838, 21.741689, 24.008906, 26.817648, 171.360501], [15.444020, 15.732281, 15.959147, 21.398209, 29.255798], [24.017205, 24.613986, 26.980333, 31.671802, 202.425015]]
### 2
fourier: [[31.895003, 35.553323, 42.040647, 46.971335, 201.271057], [22.122086, 26.739616, 27.151651, 30.206411, 233.591128], [32.212413, 35.843488, 38.136075, 46.728628, 215.515354], [11.639744, 11.788791, 12.953855, 15.804284, 63.885749], [40.545571, 43.516578, 54.935228, 56.815354, 263.810950], [18.769973, 18.787578, 19.057076, 19.599790, 127.821902], [31.478397, 34.120766, 40.281039, 42.905309, 196.221443], [37.533895, 40.521161, 44.639069, 47.771674, 194.885910], [15.684789, 17.830603, 19.124688, 20.001791, 126.538530], [35.171620, 39.278545, 45.158990, 47.186367, 205.259901], [18.054667, 20.390403, 21.094377, 23.593469, 172.771052], [14.810450, 15.064095, 18.009211, 19.188186, 19.545481], [39.790036, 45.618974, 48.533350, 53.214495, 214.499281], [32.925836, 36.560749, 41.119651, 42.744544, 225.867581]]
### 4
fourier: [[63.706033, 70.405545, 84.390435, 89.253484, 422.299418], [33.670473, 38.955510, 47.767285, 49.583285, 288.900177], [69.070808, 76.134816, 89.691206, 94.303810, 427.710032], [38.872874, 42.408654, 52.398572, 54.327163, 286.837477], [50.354335, 56.094136, 68.757318, 69.019138, 338.025723], [68.994809, 75.421194, 86.370350, 94.469023, 407.477353], [42.049697, 46.329602, 53.270910, 56.827046, 218.264557], [52.972638, 57.540857, 65.883854, 74.227051, 304.867930], [36.251621, 39.265288, 46.406229, 50.161702, 251.279306], [66.605683, 72.393438, 85.310070, 91.740764, 407.143180], [37.200276, 41.977734, 51.967752, 52.045658, 302.852150], [30.932046, 36.245833, 42.221746, 45.250024, 233.521434], [42.022466, 46.989232, 54.425127, 58.969320, 286.592929], [34.576832, 37.526555, 45.499270, 45.938851, 190.242170]]
### 6
fourier: [[60.543568, 66.672510, 78.813374, 83.079900, 424.113223], [6.627956, 7.088945, 7.416699, 9.559959, 60.626766], [83.263390, 91.517753, 107.625326, 114.338546, 540.049597], [42.552264, 46.911945, 56.328304, 58.724105, 293.378842], [43.350741, 47.676162, 55.523321, 59.663399, 296.003524], [39.487523, 43.337296, 51.688134, 54.478588, 291.473083], [69.975662, 76.664778, 89.888760, 96.669034, 433.004159], [64.752699, 71.316275, 84.583593, 89.074446, 436.817937], [71.855651, 78.575580, 91.686184, 98.910951, 440.909792], [67.256475, 73.823176, 86.755621, 93.185884, 436.830524], [43.099809, 47.116088, 55.479560, 59.124014, 261.538855], [47.162041, 51.698280, 60.983275, 64.764551, 311.796083], [76.033369, 83.532573, 97.581365, 104.228482, 503.738264], [93.489085, 102.432938, 120.122317, 128.702744, 618.087926]]
### 8
fourier: [[58.567813, 64.295489, 75.337457, 80.473551, 397.475337], [12.353851, 13.623607, 16.071708, 16.883584, 94.831957], [54.310157, 59.617229, 70.251909, 74.604984, 365.064060], [53.872672, 59.157577, 69.600372, 74.081582, 383.443898], [19.020661, 20.972944, 24.850118, 26.093110, 164.051900], [60.715439, 66.560916, 78.244738, 83.527617, 396.023646], [19.998399, 21.878703, 25.585342, 27.485676, 130.874620], [94.934610, 104.190771, 122.375127, 130.360222, 611.666310], [77.910175, 85.437999, 100.356960, 107.077304, 520.356249], [25.544755, 28.036610, 32.899946, 34.991640, 150.789965], [1.194654, 1.399707, 1.674112, 1.784123, 41.230048], [2.030240, 2.209160, 2.573502, 2.745415, 37.891275], [64.727687, 71.055353, 83.502760, 88.817725, 443.025066], [57.574051, 63.161845, 74.047025, 79.056532, 384.816521]]
### 10
fourier: [[31.870875, 34.951331, 41.015983, 43.765112, 231.974780], [11.912016, 13.058916, 15.267150, 16.402994, 93.666007], [55.467581, 60.864528, 71.441231, 76.203552, 372.440214], [85.493542, 93.832158, 110.116186, 117.389853, 573.041413], [82.962424, 91.037251, 106.831783, 113.915718, 540.964769], [63.514407, 69.713365, 81.830511, 87.207183, 454.039038], [9.183526, 10.087265, 11.853167, 12.584173, 52.819370], [47.476887, 52.091659, 61.199854, 65.184490, 339.499461], [14.767973, 16.204191, 19.002290, 20.300830, 79.653381], [85.568923, 93.900213, 110.270851, 117.497329, 547.773825], [73.170500, 80.299431, 94.272315, 100.497821, 509.853373], [69.016595, 75.756681, 88.977072, 94.747520, 464.162078], [21.850669, 23.971771, 28.137048, 30.037932, 165.097345], [69.488907, 76.246643, 89.525121, 95.428021, 473.103688]]
### 12
fourier: [[76.089286, 83.526718, 98.083330, 104.485954, 506.225900], [87.730688, 96.276778, 113.016457, 120.465887, 599.244577], [29.121365, 31.967978, 37.506329, 40.007617, 207.301066], [43.863362, 48.119367, 56.498980, 60.213157, 334.532077], [49.352294, 54.176899, 63.588260, 67.804823, 334.008258], [15.327615, 16.835202, 19.754402, 21.056396, 112.348223], [51.557187, 56.584636, 66.432463, 70.803990, 371.835975], [40.024995, 43.889541, 51.512057, 54.949230, 276.748694], [64.520247, 70.804160, 83.133871, 88.580599, 427.370212], [2.499902, 2.738099, 3.183398, 3.445393, 32.806951], [48.465982, 53.169020, 62.415868, 66.545765, 334.131998], [18.268890, 20.036818, 23.518553, 25.092376, 150.623328], [40.658650, 44.633828, 52.389843, 55.835460, 271.441369], [43.075964, 47.244683, 55.425018, 59.154162, 300.317896]]
### 14
fourier: [[13.269773, 14.563367, 17.094758, 18.223551, 90.124312], [6.332866, 6.957414, 8.164693, 8.704370, 22.801893], [19.658742, 21.566698, 25.323825, 26.986101, 169.936421], [37.398365, 41.045759, 48.182409, 51.363884, 274.119158], [38.326287, 42.064004, 49.381550, 52.630553, 282.837486], [43.885004, 48.166980, 56.544452, 60.271619, 328.607530], [32.664390, 35.848515, 42.084621, 44.860229, 229.914081], [3.652814, 4.011841, 4.706758, 5.024083, 34.411939], [18.913239, 20.757009, 24.368619, 25.975613, 128.432893], [13.769824, 15.108910, 17.740777, 18.906022, 128.175215], [58.843782, 64.577665, 75.811938, 80.810974, 430.011229], [20.855849, 22.894611, 26.874564, 28.651713, 145.950168], [25.934102, 28.458855, 33.410861, 35.609605, 185.100418], [15.152232, 16.629905, 19.522050, 20.812526, 128.132976]]
### 16
fourier: [[11.444791, 12.564781, 14.886248, 15.743560, 82.198237], [4.453129, 4.884621, 5.646191, 6.098013, 42.122165], [0.680188, 0.752007, 0.958072, 0.996289, 11.061597], [26.230100, 28.786763, 33.770756, 36.016930, 197.712106], [5.220149, 5.728615, 6.740665, 7.170383, 31.804008], [11.128226, 12.223033, 14.662007, 15.343453, 72.866171], [25.013449, 27.456615, 32.393568, 34.381472, 172.765962], [13.285618, 14.580803, 17.129777, 18.246705, 116.612546], [3.324930, 3.654626, 4.405345, 4.591303, 28.067045], [2.743671, 3.009506, 3.440695, 3.751269, 38.128792], [10.282473, 11.285099, 13.184875, 14.111463, 99.686575], [10.843578, 11.900983, 13.942827, 14.887390, 108.850439], [3.591237, 3.936863, 4.396623, 4.890133, 18.994821], [6.055646, 6.648541, 7.831589, 8.323870, 52.761993]]
### 18
fourier: [[2.078875, 2.299369, 2.727146, 2.874004, 17.290336], [3.829673, 4.224741, 4.943430, 5.274116, 24.885261], [1.059298, 1.145103, 1.423638, 1.454394, 11.508566], [4.458566, 4.927229, 5.703059, 6.136655, 37.601697], [5.359632, 5.890554, 6.951308, 7.373312, 46.096138], [4.143236, 4.559366, 5.315169, 5.693390, 10.277217], [2.272002, 2.502357, 2.933925, 3.127124, 28.078748], [2.838741, 3.140561, 3.673755, 3.916267, 22.230740], [6.520366, 7.174964, 8.424069, 8.969938, 51.214087], [1.701244, 1.859695, 2.206711, 2.334362, 20.559235], [0.550979, 0.615868, 0.741957, 0.768920, 3.997282], [1.712310, 1.893788, 2.259485, 2.369487, 10.568736], [0.525607, 0.596813, 0.632906, 0.726485, 35.063775], [1.456769, 1.594485, 1.751568, 2.114820, 2.201307]]
### 20
fourier: [[2.570366, 2.871763, 3.556286, 3.578751, 5.369902]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.700500875711441, "train_acc": 0.46, "val_loss": 1.0737963914871216, "val_acc": 0.4}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.7117299139499664, "train_acc": 0.6, "val_loss": 0.7147923111915588, "val_acc": 0.4}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.7003470659255981, "train_acc": 0.475, "val_loss": 0.6735837459564209, "val_acc": 0.46}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.9268954396247864, "train_acc": 0.555, "val_loss": 0.6460170149803162, "val_acc": 0.7}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.6657471060752869, "train_acc": 0.67, "val_loss": 0.6754998564720154, "val_acc": 0.6}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.7038111984729767, "train_acc": 0.475, "val_loss": 0.6778591871261597, "val_acc": 0.6}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.7015987932682037, "train_acc": 0.475, "val_loss": 0.6854243278503418, "val_acc": 0.6}], "summary": {"total_epochs": 7, "degraded_epochs": 2, "improved_epochs": 5, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 1.0737963914871216, "final_val_loss": 0.7147923111915588, "initial_val_acc": 0.4, "final_val_acc": 0.4, "best_val_acc": 0.4}, "improved_stage": {"initial_val_loss": 0.6735837459564209, "final_val_loss": 0.6854243278503418, "initial_val_acc": 0.46, "final_val_acc": 0.6, "best_val_acc": 0.7, "best_epoch": 3}, "improvement": 0.29999999999999993, "first_improvement_epoch": 1}}
|
9,993
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.52, "improved_accuracy": 0.84, "improvement": 0.31999999999999995, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 11, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2312, "learning_rate": 0.05532847865905291, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.187440, 22.773932, 25.734421, 25.983140, 48.561086], [17.242651, 18.843243, 19.893630, 19.897238, 43.107120], [16.833483, 16.873773, 17.329906, 18.303752, 26.168870], [23.097954, 24.220066, 24.264876, 25.739860, 123.537381], [24.667393, 25.930770, 26.632316, 29.775013, 46.204727], [21.969900, 22.856047, 24.389737, 27.498151, 30.932598], [22.167704, 22.573001, 23.497030, 24.666429, 69.075832], [18.071854, 21.156084, 23.300512, 23.848584, 108.291190], [27.167095, 27.899242, 28.527211, 33.869391, 233.352103], [13.537003, 13.806007, 15.109093, 16.442775, 102.672087], [15.902982, 16.252595, 19.765134, 21.750103, 54.843388]]
### 2
fourier: [[14.932318, 15.201935, 16.468629, 16.715112, 24.468479], [20.713775, 21.096048, 21.202541, 21.209795, 54.211650], [4.844508, 5.029227, 5.146010, 5.621993, 44.449427], [16.640285, 17.483671, 18.228071, 19.125044, 43.473889], [10.179838, 10.784607, 11.953543, 14.946185, 78.056823], [17.526929, 18.124759, 24.224460, 24.377394, 77.025011], [22.509640, 25.831616, 27.950842, 31.963698, 51.658846], [13.944371, 13.997212, 14.446174, 14.699030, 28.784204], [16.129209, 16.988781, 17.191711, 19.148757, 136.468468], [19.672720, 22.174457, 28.550985, 30.281107, 49.628988], [12.014947, 12.200541, 12.443492, 14.691076, 18.483141]]
### 4
fourier: [[7.329155, 7.569312, 8.195832, 8.583913, 46.360290], [6.571537, 6.890936, 7.167612, 8.815539, 9.817403], [9.523638, 10.734077, 13.222038, 13.386976, 14.227463], [3.824644, 4.037240, 4.139326, 6.122922, 9.328547], [24.983615, 25.774121, 27.760693, 31.150346, 34.487324], [18.689775, 18.820288, 20.107715, 21.546329, 58.026736], [10.971690, 11.019513, 11.869354, 15.989021, 32.151709], [8.341959, 8.946862, 9.431440, 9.507373, 64.755553], [6.820626, 7.329612, 7.433165, 8.091959, 30.352844], [5.826459, 6.159605, 6.823524, 7.673851, 8.725208], [27.094914, 28.504469, 29.549715, 36.997156, 37.837920]]
### 6
fourier: [[16.539901, 16.761492, 19.155672, 21.154894, 23.267604], [8.732799, 9.396775, 9.956731, 11.204309, 35.075552], [20.504950, 20.740845, 24.768114, 24.960154, 44.091990], [3.159724, 3.210364, 3.924529, 4.052904, 57.857449], [4.878238, 5.252816, 5.301577, 5.691904, 36.007664], [3.946126, 4.102285, 4.375254, 4.492933, 17.300334], [10.289602, 10.815094, 12.073811, 13.603282, 14.718096], [4.757030, 4.950342, 5.377475, 5.501878, 54.773457], [15.759879, 16.590969, 18.559997, 21.698700, 22.319534], [5.889014, 6.364611, 7.231589, 7.373389, 53.377795], [26.416743, 28.042395, 31.111287, 35.886469, 37.697752]]
### 8
fourier: [[1.431672, 1.700325, 2.076670, 2.156256, 71.602270], [22.725329, 22.877249, 27.042524, 31.856925, 33.318566], [1.809031, 1.899497, 1.962739, 2.063848, 54.867763], [1.470478, 1.477569, 1.489187, 1.654228, 33.394131], [13.753563, 14.013462, 16.641566, 19.126501, 20.472658], [1.951250, 2.033969, 2.542243, 2.589079, 10.651644], [3.695087, 4.345515, 5.188477, 5.214964, 26.804634], [3.286062, 3.441137, 3.730102, 4.300985, 35.434930], [14.455801, 14.961449, 17.668883, 20.487655, 21.468075], [0.724785, 0.846014, 1.012476, 1.107210, 14.688856], [20.095985, 20.621985, 24.219510, 28.356903, 29.475771]]
### 10
fourier: [[12.541007, 14.735135, 17.370661, 17.373532, 57.581371], [8.865351, 9.774357, 11.274869, 12.309808, 68.806727], [4.242624, 4.675484, 5.477134, 5.930962, 41.777094], [1.635099, 1.643557, 1.868214, 2.012549, 33.816404], [1.268011, 1.401537, 1.414797, 1.651429, 11.521725], [18.194884, 21.414233, 25.004815, 25.855964, 32.154888], [24.704114, 24.795337, 28.681558, 33.340493, 34.285665], [2.140696, 2.196140, 2.432971, 2.713534, 47.878530], [10.628760, 12.120470, 13.962145, 14.086594, 23.692918], [2.253370, 2.295608, 2.418918, 2.654201, 37.775307], [4.986337, 5.326381, 6.162411, 6.731197, 49.541990]]
### 12
fourier: [[3.855471, 4.334420, 5.043811, 5.469115, 22.270755], [4.755037, 5.090885, 6.036584, 6.725298, 50.509141], [10.500041, 11.116848, 12.514012, 12.561427, 13.660684], [6.582921, 6.632485, 7.854145, 9.033311, 58.468751], [9.275452, 10.317212, 12.039118, 12.609745, 26.433320], [4.235719, 4.437740, 5.359421, 5.887243, 48.910149], [11.144164, 12.252969, 14.478608, 15.765462, 106.716304], [4.676713, 5.178201, 5.974668, 6.366950, 34.270164], [10.414320, 10.514356, 11.637836, 13.331728, 13.560508], [5.347945, 5.784088, 6.747833, 7.458502, 36.603956], [11.715826, 12.763639, 14.783462, 15.523709, 27.294040]]
### 14
fourier: [[8.342570, 9.110712, 10.513282, 10.828316, 27.921451], [15.588518, 16.655488, 19.885479, 21.703264, 91.632688], [10.481810, 11.692066, 13.524421, 14.164320, 15.931900], [11.755999, 11.860766, 14.396130, 15.979715, 102.743000], [10.317091, 10.759097, 12.981336, 14.210685, 91.287455], [7.276120, 7.298294, 8.820524, 9.937800, 94.768651], [13.499704, 14.958100, 17.677960, 19.075614, 62.861066], [6.418237, 6.793731, 8.109797, 8.923556, 59.250352], [5.508181, 6.057429, 6.771203, 7.937703, 63.014857], [7.941419, 8.103021, 9.656358, 10.915492, 66.477810], [11.225322, 11.591453, 13.931536, 15.406287, 70.155860]]
### 16
fourier: [[13.954434, 15.576093, 18.309926, 19.344702, 80.201234]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 11
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[22.187440, 22.773932, 25.734421, 25.983140, 48.561086], [17.242651, 18.843243, 19.893630, 19.897238, 43.107120], [16.833483, 16.873773, 17.329906, 18.303752, 26.168870], [23.097954, 24.220066, 24.264876, 25.739860, 123.537381], [24.667393, 25.930770, 26.632316, 29.775013, 46.204727], [21.969900, 22.856047, 24.389737, 27.498151, 30.932598], [22.167704, 22.573001, 23.497030, 24.666429, 69.075832], [18.071854, 21.156084, 23.300512, 23.848584, 108.291190], [27.167095, 27.899242, 28.527211, 33.869391, 233.352103], [13.537003, 13.806007, 15.109093, 16.442775, 102.672087], [15.902982, 16.252595, 19.765134, 21.750103, 54.843388]]
### 2
fourier: [[14.932318, 15.201935, 16.468629, 16.715112, 24.468479], [20.713775, 21.096048, 21.202541, 21.209795, 54.211650], [4.844508, 5.029227, 5.146010, 5.621993, 44.449427], [16.640285, 17.483671, 18.228071, 19.125044, 43.473889], [10.179838, 10.784607, 11.953543, 14.946185, 78.056823], [17.526929, 18.124759, 24.224460, 24.377394, 77.025011], [22.509640, 25.831616, 27.950842, 31.963698, 51.658846], [13.944371, 13.997212, 14.446174, 14.699030, 28.784204], [16.129209, 16.988781, 17.191711, 19.148757, 136.468468], [19.672720, 22.174457, 28.550985, 30.281107, 49.628988], [12.014947, 12.200541, 12.443492, 14.691076, 18.483141]]
### 4
fourier: [[7.329155, 7.569312, 8.195832, 8.583913, 46.360290], [6.571537, 6.890936, 7.167612, 8.815539, 9.817403], [9.523638, 10.734077, 13.222038, 13.386976, 14.227463], [3.824644, 4.037240, 4.139326, 6.122922, 9.328547], [24.983615, 25.774121, 27.760693, 31.150346, 34.487324], [18.689775, 18.820288, 20.107715, 21.546329, 58.026736], [10.971690, 11.019513, 11.869354, 15.989021, 32.151709], [8.341959, 8.946862, 9.431440, 9.507373, 64.755553], [6.820626, 7.329612, 7.433165, 8.091959, 30.352844], [5.826459, 6.159605, 6.823524, 7.673851, 8.725208], [27.094914, 28.504469, 29.549715, 36.997156, 37.837920]]
### 6
fourier: [[16.539901, 16.761492, 19.155672, 21.154894, 23.267604], [8.732799, 9.396775, 9.956731, 11.204309, 35.075552], [20.504950, 20.740845, 24.768114, 24.960154, 44.091990], [3.159724, 3.210364, 3.924529, 4.052904, 57.857449], [4.878238, 5.252816, 5.301577, 5.691904, 36.007664], [3.946126, 4.102285, 4.375254, 4.492933, 17.300334], [10.289602, 10.815094, 12.073811, 13.603282, 14.718096], [4.757030, 4.950342, 5.377475, 5.501878, 54.773457], [15.759879, 16.590969, 18.559997, 21.698700, 22.319534], [5.889014, 6.364611, 7.231589, 7.373389, 53.377795], [26.416743, 28.042395, 31.111287, 35.886469, 37.697752]]
### 8
fourier: [[1.431672, 1.700325, 2.076670, 2.156256, 71.602270], [22.725329, 22.877249, 27.042524, 31.856925, 33.318566], [1.809031, 1.899497, 1.962739, 2.063848, 54.867763], [1.470478, 1.477569, 1.489187, 1.654228, 33.394131], [13.753563, 14.013462, 16.641566, 19.126501, 20.472658], [1.951250, 2.033969, 2.542243, 2.589079, 10.651644], [3.695087, 4.345515, 5.188477, 5.214964, 26.804634], [3.286062, 3.441137, 3.730102, 4.300985, 35.434930], [14.455801, 14.961449, 17.668883, 20.487655, 21.468075], [0.724785, 0.846014, 1.012476, 1.107210, 14.688856], [20.095985, 20.621985, 24.219510, 28.356903, 29.475771]]
### 10
fourier: [[12.541007, 14.735135, 17.370661, 17.373532, 57.581371], [8.865351, 9.774357, 11.274869, 12.309808, 68.806727], [4.242624, 4.675484, 5.477134, 5.930962, 41.777094], [1.635099, 1.643557, 1.868214, 2.012549, 33.816404], [1.268011, 1.401537, 1.414797, 1.651429, 11.521725], [18.194884, 21.414233, 25.004815, 25.855964, 32.154888], [24.704114, 24.795337, 28.681558, 33.340493, 34.285665], [2.140696, 2.196140, 2.432971, 2.713534, 47.878530], [10.628760, 12.120470, 13.962145, 14.086594, 23.692918], [2.253370, 2.295608, 2.418918, 2.654201, 37.775307], [4.986337, 5.326381, 6.162411, 6.731197, 49.541990]]
### 12
fourier: [[3.855471, 4.334420, 5.043811, 5.469115, 22.270755], [4.755037, 5.090885, 6.036584, 6.725298, 50.509141], [10.500041, 11.116848, 12.514012, 12.561427, 13.660684], [6.582921, 6.632485, 7.854145, 9.033311, 58.468751], [9.275452, 10.317212, 12.039118, 12.609745, 26.433320], [4.235719, 4.437740, 5.359421, 5.887243, 48.910149], [11.144164, 12.252969, 14.478608, 15.765462, 106.716304], [4.676713, 5.178201, 5.974668, 6.366950, 34.270164], [10.414320, 10.514356, 11.637836, 13.331728, 13.560508], [5.347945, 5.784088, 6.747833, 7.458502, 36.603956], [11.715826, 12.763639, 14.783462, 15.523709, 27.294040]]
### 14
fourier: [[8.342570, 9.110712, 10.513282, 10.828316, 27.921451], [15.588518, 16.655488, 19.885479, 21.703264, 91.632688], [10.481810, 11.692066, 13.524421, 14.164320, 15.931900], [11.755999, 11.860766, 14.396130, 15.979715, 102.743000], [10.317091, 10.759097, 12.981336, 14.210685, 91.287455], [7.276120, 7.298294, 8.820524, 9.937800, 94.768651], [13.499704, 14.958100, 17.677960, 19.075614, 62.861066], [6.418237, 6.793731, 8.109797, 8.923556, 59.250352], [5.508181, 6.057429, 6.771203, 7.937703, 63.014857], [7.941419, 8.103021, 9.656358, 10.915492, 66.477810], [11.225322, 11.591453, 13.931536, 15.406287, 70.155860]]
### 16
fourier: [[13.954434, 15.576093, 18.309926, 19.344702, 80.201234]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6911565065383911, "train_acc": 0.57, "val_loss": 0.7083143591880798, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6820763051509857, "train_acc": 0.57, "val_loss": 0.7015498280525208, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.682485431432724, "train_acc": 0.57, "val_loss": 0.6637997627258301, "val_acc": 0.52}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.5774845033884048, "train_acc": 0.67, "val_loss": 0.5858404040336609, "val_acc": 0.84}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 1.1733645796775818, "train_acc": 0.73, "val_loss": 0.48966315388679504, "val_acc": 0.72}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.42847083508968353, "train_acc": 0.83, "val_loss": 0.46554917097091675, "val_acc": 0.84}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.49842381477355957, "train_acc": 0.84, "val_loss": 0.5357456207275391, "val_acc": 0.8}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.5346371531486511, "train_acc": 0.865, "val_loss": 0.5737941861152649, "val_acc": 0.82}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.5263249576091766, "train_acc": 0.855, "val_loss": 0.4873311519622803, "val_acc": 0.76}], "summary": {"total_epochs": 9, "degraded_epochs": 3, "improved_epochs": 6, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7083143591880798, "final_val_loss": 0.6637997627258301, "initial_val_acc": 0.48, "final_val_acc": 0.52, "best_val_acc": 0.52}, "improved_stage": {"initial_val_loss": 0.5858404040336609, "final_val_loss": 0.4873311519622803, "initial_val_acc": 0.84, "final_val_acc": 0.76, "best_val_acc": 0.84, "best_epoch": 3}, "improvement": 0.31999999999999995, "first_improvement_epoch": 2}}
|
9,994
|
{"target_pattern": "no_repeats", "degraded_accuracy": 0.56, "improved_accuracy": 0.74, "improvement": 0.17999999999999994, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9207, "learning_rate": 0.05812237352914932, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "no_repeats", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["no_repeats"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[11.431926, 11.570940, 13.211887, 14.342433, 131.837948], [23.936821, 24.326438, 28.479505, 28.907017, 78.585479], [15.766868, 15.998056, 16.187902, 16.269599, 130.122924], [17.705908, 18.403258, 18.456160, 18.874834, 36.997163], [28.153418, 28.243276, 28.809936, 30.049326, 38.847511], [18.112765, 18.887465, 20.318205, 21.837046, 125.132172], [25.244159, 26.641277, 28.855717, 30.403881, 55.523416], [19.978391, 20.260574, 20.595152, 21.092401, 29.094590], [26.430074, 26.595723, 30.061115, 31.598739, 121.313370], [15.102513, 16.555404, 19.442699, 20.242054, 21.742777], [16.132032, 17.034028, 18.576676, 18.582387, 33.212131], [25.098722, 26.356250, 27.249896, 28.535958, 57.895832], [19.712407, 20.134836, 22.266987, 22.459452, 22.526590], [28.388484, 29.152431, 30.206555, 30.527955, 34.655795], [24.785228, 24.869438, 25.480332, 27.642543, 141.166410]]
### 2
fourier: [[10.484987, 10.735468, 10.841615, 13.383761, 100.623175], [17.387475, 17.640780, 18.279999, 23.870876, 47.595301], [9.914501, 11.026225, 12.134981, 12.725000, 122.095961], [23.124597, 24.187694, 24.566411, 27.654849, 60.252496], [11.752158, 11.914209, 12.947291, 14.318222, 16.003777], [8.923941, 9.026310, 9.150733, 9.319410, 102.471485], [25.801705, 26.325374, 27.771334, 31.118815, 79.694445], [15.307579, 15.634287, 15.951808, 16.229915, 20.459116], [8.156022, 9.916745, 10.267513, 10.321318, 36.901351], [11.707357, 13.062227, 15.173405, 15.829612, 111.802154], [9.128106, 9.233380, 11.508130, 13.751132, 33.884820], [5.657564, 5.814664, 5.840893, 6.166416, 34.367746], [15.103813, 16.347387, 19.183311, 22.603705, 25.403037], [14.575837, 15.593142, 16.765614, 17.494907, 18.046367], [24.574995, 24.904880, 24.982106, 28.433311, 57.126660]]
### 4
fourier: [[21.852467, 28.839563, 29.647056, 31.266453, 87.640155], [25.086958, 28.424881, 30.998673, 31.488600, 96.887159], [3.499167, 3.722884, 4.806463, 5.281543, 5.488940], [22.391786, 28.468068, 33.870993, 36.330058, 84.039291], [17.263422, 17.675331, 18.556855, 19.266399, 35.173189], [8.626183, 9.540798, 9.638350, 9.645195, 50.952095], [29.276825, 35.984141, 40.319878, 41.469021, 141.317185], [22.086444, 27.409010, 32.389840, 32.678975, 118.542563], [5.367778, 5.507329, 5.909719, 6.293274, 25.496056], [31.681170, 41.420409, 45.454216, 47.223665, 89.759721], [30.320229, 30.565699, 31.784014, 32.838348, 205.587513], [26.843201, 33.812016, 34.643124, 34.936567, 77.702511], [3.607075, 3.712087, 4.074741, 4.688745, 20.592110], [19.309150, 24.319892, 25.019632, 26.216197, 52.706343], [22.505151, 22.960223, 24.760874, 25.064824, 136.801781]]
### 6
fourier: [[14.637840, 14.924311, 15.065208, 15.931817, 98.048003], [26.411553, 32.334232, 37.965367, 38.316380, 54.561194], [41.446640, 49.642159, 55.602483, 56.246779, 187.859347], [2.248663, 2.442216, 2.496720, 2.534766, 37.208037], [41.037262, 44.850721, 48.030965, 49.319381, 239.773622], [20.952608, 27.085320, 29.754521, 31.040014, 123.804045], [3.539233, 3.565656, 3.568718, 3.593739, 6.153620], [34.451899, 42.016955, 45.228986, 46.178887, 188.911670], [34.332056, 41.747009, 47.770710, 48.687483, 156.442259], [40.283516, 48.916259, 54.803557, 55.381088, 195.115570], [35.552822, 43.209358, 48.374347, 48.516383, 175.491223], [28.240274, 32.371600, 34.413148, 35.099543, 129.888453], [20.213812, 22.929947, 23.515681, 23.882253, 78.106792], [38.444295, 44.272742, 48.468911, 48.500788, 187.049139], [33.805732, 40.544105, 43.385974, 43.916925, 126.551299]]
### 8
fourier: [[55.186227, 66.642669, 73.475428, 73.787291, 220.650479], [45.137893, 50.654023, 56.450615, 57.755273, 232.616768], [33.957073, 40.813186, 46.058972, 46.494606, 168.457614], [55.889985, 58.287874, 63.679095, 64.820477, 295.576476], [46.717807, 56.103485, 61.582327, 61.969384, 208.029251], [28.453951, 34.388228, 37.934075, 38.448226, 129.322138], [29.337659, 36.032441, 39.416022, 40.016902, 120.021375], [28.067073, 31.474906, 34.406149, 35.117646, 165.098916], [41.200464, 48.460522, 53.215433, 54.064649, 190.771998], [55.547395, 67.230255, 75.082934, 75.336082, 225.974229], [61.560792, 72.904389, 81.246423, 82.480883, 308.758547], [3.497260, 4.185265, 4.541007, 4.647818, 25.486301], [23.445010, 29.160721, 31.353666, 31.469805, 104.418517], [48.356356, 56.709848, 63.221443, 64.096157, 252.676998], [25.290915, 29.951012, 33.037981, 33.637281, 126.711477]]
### 10
fourier: [[31.363551, 31.638565, 32.616488, 33.476168, 179.194562], [29.871133, 36.826975, 41.083197, 41.140868, 93.118677], [61.256235, 72.134248, 80.988240, 82.548710, 284.483438], [63.405555, 73.995504, 82.491094, 83.821503, 322.533679], [58.041102, 68.228610, 76.160107, 77.789219, 293.534106], [38.204172, 39.864561, 44.569144, 46.735830, 206.202708], [53.094583, 64.016824, 71.933138, 72.552449, 224.961890], [25.382480, 27.912052, 31.039144, 31.805654, 128.869720], [40.680746, 49.697710, 55.820212, 56.019623, 179.832545], [55.913260, 66.297592, 74.137684, 75.184352, 298.900323], [47.673557, 48.848388, 52.895860, 54.831767, 244.420662], [46.942465, 55.914913, 62.587179, 63.021754, 189.933730], [25.825223, 31.446866, 35.309349, 35.620374, 117.050580], [66.893451, 78.581254, 87.699775, 89.363881, 320.195475], [72.649215, 85.227659, 95.284204, 97.250309, 347.065394]]
### 12
fourier: [[26.563967, 27.242200, 29.882136, 31.304779, 32.997591], [25.637281, 30.521680, 32.423909, 33.707798, 81.468570], [46.192913, 56.964451, 62.655901, 63.226647, 187.379054], [11.392858, 11.708103, 12.093001, 14.804057, 26.389360], [35.151941, 43.164158, 47.904467, 48.178834, 137.905387], [20.383604, 24.940840, 27.900605, 27.930716, 89.956072], [35.163979, 41.768940, 46.734824, 47.105320, 162.741921], [27.254940, 31.829244, 35.778952, 36.352060, 114.322187], [35.501160, 42.750377, 47.691695, 47.948106, 166.094734], [12.434341, 12.840523, 14.332404, 15.010798, 42.394591], [16.405290, 21.054098, 21.771562, 22.978900, 52.325291], [50.437455, 61.226620, 68.361615, 68.783186, 216.802138], [15.282999, 17.209152, 17.592231, 18.673026, 19.932500], [61.568187, 74.052034, 82.663708, 83.228946, 280.030955], [13.415829, 16.274371, 18.220296, 18.292307, 50.462648]]
### 14
fourier: [[12.373257, 13.545484, 14.579650, 15.041734, 58.830741], [32.806781, 35.661328, 38.759182, 39.948321, 57.912318], [20.531546, 26.237619, 27.870260, 29.201787, 88.635797], [31.984168, 41.443350, 43.163626, 43.723878, 47.515843], [33.271862, 41.023489, 44.260823, 45.980347, 106.732990], [38.052739, 46.199838, 49.591023, 51.391753, 83.119953], [21.522200, 24.873787, 27.874306, 28.426252, 109.270804], [20.552791, 24.179965, 24.861750, 26.766956, 39.595999], [22.763562, 29.526382, 29.747080, 30.073294, 32.555907], [15.427278, 17.328862, 18.755698, 19.068461, 68.956272], [26.158069, 32.584770, 33.851787, 35.946134, 86.891907], [12.022487, 13.899658, 14.482650, 15.959675, 55.903934], [15.285879, 19.581295, 20.056768, 20.465480, 22.017398], [34.098045, 41.483742, 43.718993, 45.950356, 78.703822], [30.031476, 36.910005, 40.129210, 41.040495, 135.372852]]
### 16
fourier: [[16.868944, 21.598073, 22.635653, 23.824685, 48.151023]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
no_repeats
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[11.431926, 11.570940, 13.211887, 14.342433, 131.837948], [23.936821, 24.326438, 28.479505, 28.907017, 78.585479], [15.766868, 15.998056, 16.187902, 16.269599, 130.122924], [17.705908, 18.403258, 18.456160, 18.874834, 36.997163], [28.153418, 28.243276, 28.809936, 30.049326, 38.847511], [18.112765, 18.887465, 20.318205, 21.837046, 125.132172], [25.244159, 26.641277, 28.855717, 30.403881, 55.523416], [19.978391, 20.260574, 20.595152, 21.092401, 29.094590], [26.430074, 26.595723, 30.061115, 31.598739, 121.313370], [15.102513, 16.555404, 19.442699, 20.242054, 21.742777], [16.132032, 17.034028, 18.576676, 18.582387, 33.212131], [25.098722, 26.356250, 27.249896, 28.535958, 57.895832], [19.712407, 20.134836, 22.266987, 22.459452, 22.526590], [28.388484, 29.152431, 30.206555, 30.527955, 34.655795], [24.785228, 24.869438, 25.480332, 27.642543, 141.166410]]
### 2
fourier: [[10.484987, 10.735468, 10.841615, 13.383761, 100.623175], [17.387475, 17.640780, 18.279999, 23.870876, 47.595301], [9.914501, 11.026225, 12.134981, 12.725000, 122.095961], [23.124597, 24.187694, 24.566411, 27.654849, 60.252496], [11.752158, 11.914209, 12.947291, 14.318222, 16.003777], [8.923941, 9.026310, 9.150733, 9.319410, 102.471485], [25.801705, 26.325374, 27.771334, 31.118815, 79.694445], [15.307579, 15.634287, 15.951808, 16.229915, 20.459116], [8.156022, 9.916745, 10.267513, 10.321318, 36.901351], [11.707357, 13.062227, 15.173405, 15.829612, 111.802154], [9.128106, 9.233380, 11.508130, 13.751132, 33.884820], [5.657564, 5.814664, 5.840893, 6.166416, 34.367746], [15.103813, 16.347387, 19.183311, 22.603705, 25.403037], [14.575837, 15.593142, 16.765614, 17.494907, 18.046367], [24.574995, 24.904880, 24.982106, 28.433311, 57.126660]]
### 4
fourier: [[21.852467, 28.839563, 29.647056, 31.266453, 87.640155], [25.086958, 28.424881, 30.998673, 31.488600, 96.887159], [3.499167, 3.722884, 4.806463, 5.281543, 5.488940], [22.391786, 28.468068, 33.870993, 36.330058, 84.039291], [17.263422, 17.675331, 18.556855, 19.266399, 35.173189], [8.626183, 9.540798, 9.638350, 9.645195, 50.952095], [29.276825, 35.984141, 40.319878, 41.469021, 141.317185], [22.086444, 27.409010, 32.389840, 32.678975, 118.542563], [5.367778, 5.507329, 5.909719, 6.293274, 25.496056], [31.681170, 41.420409, 45.454216, 47.223665, 89.759721], [30.320229, 30.565699, 31.784014, 32.838348, 205.587513], [26.843201, 33.812016, 34.643124, 34.936567, 77.702511], [3.607075, 3.712087, 4.074741, 4.688745, 20.592110], [19.309150, 24.319892, 25.019632, 26.216197, 52.706343], [22.505151, 22.960223, 24.760874, 25.064824, 136.801781]]
### 6
fourier: [[14.637840, 14.924311, 15.065208, 15.931817, 98.048003], [26.411553, 32.334232, 37.965367, 38.316380, 54.561194], [41.446640, 49.642159, 55.602483, 56.246779, 187.859347], [2.248663, 2.442216, 2.496720, 2.534766, 37.208037], [41.037262, 44.850721, 48.030965, 49.319381, 239.773622], [20.952608, 27.085320, 29.754521, 31.040014, 123.804045], [3.539233, 3.565656, 3.568718, 3.593739, 6.153620], [34.451899, 42.016955, 45.228986, 46.178887, 188.911670], [34.332056, 41.747009, 47.770710, 48.687483, 156.442259], [40.283516, 48.916259, 54.803557, 55.381088, 195.115570], [35.552822, 43.209358, 48.374347, 48.516383, 175.491223], [28.240274, 32.371600, 34.413148, 35.099543, 129.888453], [20.213812, 22.929947, 23.515681, 23.882253, 78.106792], [38.444295, 44.272742, 48.468911, 48.500788, 187.049139], [33.805732, 40.544105, 43.385974, 43.916925, 126.551299]]
### 8
fourier: [[55.186227, 66.642669, 73.475428, 73.787291, 220.650479], [45.137893, 50.654023, 56.450615, 57.755273, 232.616768], [33.957073, 40.813186, 46.058972, 46.494606, 168.457614], [55.889985, 58.287874, 63.679095, 64.820477, 295.576476], [46.717807, 56.103485, 61.582327, 61.969384, 208.029251], [28.453951, 34.388228, 37.934075, 38.448226, 129.322138], [29.337659, 36.032441, 39.416022, 40.016902, 120.021375], [28.067073, 31.474906, 34.406149, 35.117646, 165.098916], [41.200464, 48.460522, 53.215433, 54.064649, 190.771998], [55.547395, 67.230255, 75.082934, 75.336082, 225.974229], [61.560792, 72.904389, 81.246423, 82.480883, 308.758547], [3.497260, 4.185265, 4.541007, 4.647818, 25.486301], [23.445010, 29.160721, 31.353666, 31.469805, 104.418517], [48.356356, 56.709848, 63.221443, 64.096157, 252.676998], [25.290915, 29.951012, 33.037981, 33.637281, 126.711477]]
### 10
fourier: [[31.363551, 31.638565, 32.616488, 33.476168, 179.194562], [29.871133, 36.826975, 41.083197, 41.140868, 93.118677], [61.256235, 72.134248, 80.988240, 82.548710, 284.483438], [63.405555, 73.995504, 82.491094, 83.821503, 322.533679], [58.041102, 68.228610, 76.160107, 77.789219, 293.534106], [38.204172, 39.864561, 44.569144, 46.735830, 206.202708], [53.094583, 64.016824, 71.933138, 72.552449, 224.961890], [25.382480, 27.912052, 31.039144, 31.805654, 128.869720], [40.680746, 49.697710, 55.820212, 56.019623, 179.832545], [55.913260, 66.297592, 74.137684, 75.184352, 298.900323], [47.673557, 48.848388, 52.895860, 54.831767, 244.420662], [46.942465, 55.914913, 62.587179, 63.021754, 189.933730], [25.825223, 31.446866, 35.309349, 35.620374, 117.050580], [66.893451, 78.581254, 87.699775, 89.363881, 320.195475], [72.649215, 85.227659, 95.284204, 97.250309, 347.065394]]
### 12
fourier: [[26.563967, 27.242200, 29.882136, 31.304779, 32.997591], [25.637281, 30.521680, 32.423909, 33.707798, 81.468570], [46.192913, 56.964451, 62.655901, 63.226647, 187.379054], [11.392858, 11.708103, 12.093001, 14.804057, 26.389360], [35.151941, 43.164158, 47.904467, 48.178834, 137.905387], [20.383604, 24.940840, 27.900605, 27.930716, 89.956072], [35.163979, 41.768940, 46.734824, 47.105320, 162.741921], [27.254940, 31.829244, 35.778952, 36.352060, 114.322187], [35.501160, 42.750377, 47.691695, 47.948106, 166.094734], [12.434341, 12.840523, 14.332404, 15.010798, 42.394591], [16.405290, 21.054098, 21.771562, 22.978900, 52.325291], [50.437455, 61.226620, 68.361615, 68.783186, 216.802138], [15.282999, 17.209152, 17.592231, 18.673026, 19.932500], [61.568187, 74.052034, 82.663708, 83.228946, 280.030955], [13.415829, 16.274371, 18.220296, 18.292307, 50.462648]]
### 14
fourier: [[12.373257, 13.545484, 14.579650, 15.041734, 58.830741], [32.806781, 35.661328, 38.759182, 39.948321, 57.912318], [20.531546, 26.237619, 27.870260, 29.201787, 88.635797], [31.984168, 41.443350, 43.163626, 43.723878, 47.515843], [33.271862, 41.023489, 44.260823, 45.980347, 106.732990], [38.052739, 46.199838, 49.591023, 51.391753, 83.119953], [21.522200, 24.873787, 27.874306, 28.426252, 109.270804], [20.552791, 24.179965, 24.861750, 26.766956, 39.595999], [22.763562, 29.526382, 29.747080, 30.073294, 32.555907], [15.427278, 17.328862, 18.755698, 19.068461, 68.956272], [26.158069, 32.584770, 33.851787, 35.946134, 86.891907], [12.022487, 13.899658, 14.482650, 15.959675, 55.903934], [15.285879, 19.581295, 20.056768, 20.465480, 22.017398], [34.098045, 41.483742, 43.718993, 45.950356, 78.703822], [30.031476, 36.910005, 40.129210, 41.040495, 135.372852]]
### 16
fourier: [[16.868944, 21.598073, 22.635653, 23.824685, 48.151023]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
no_repeats
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.684579998254776, "train_acc": 0.54, "val_loss": 0.701789915561676, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.694189190864563, "train_acc": 0.56, "val_loss": 0.6781539916992188, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6760218441486359, "train_acc": 0.555, "val_loss": 0.6672622561454773, "val_acc": 0.56}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6343064606189728, "train_acc": 0.56, "val_loss": 1.2146081924438477, "val_acc": 0.56}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.8292001485824585, "train_acc": 0.56, "val_loss": 0.6251201033592224, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 1.141539454460144, "train_acc": 0.505, "val_loss": 0.5428009033203125, "val_acc": 0.74}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.5788621306419373, "train_acc": 0.72, "val_loss": 0.681511402130127, "val_acc": 0.44}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.7018256187438965, "train_acc": 0.515, "val_loss": 0.6809093952178955, "val_acc": 0.44}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.668522834777832, "train_acc": 0.515, "val_loss": 0.690153956413269, "val_acc": 0.44}], "summary": {"total_epochs": 9, "degraded_epochs": 5, "improved_epochs": 4, "patterns": ["no_repeats"], "degraded_stage": {"initial_val_loss": 0.701789915561676, "final_val_loss": 0.6251201033592224, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.5428009033203125, "final_val_loss": 0.690153956413269, "initial_val_acc": 0.74, "final_val_acc": 0.44, "best_val_acc": 0.74, "best_epoch": 5}, "improvement": 0.17999999999999994, "first_improvement_epoch": 4}}
|
9,995
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.42, "improved_accuracy": 0.96, "improvement": 0.54, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 10, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 2956, "learning_rate": 0.05061347670003504, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
{
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"network.0.bias": [
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## Activation Signature
### 0
fourier: [[20.245609, 20.973627, 24.231000, 28.223044, 165.270056], [21.214199, 21.695822, 25.514318, 25.790909, 85.406443], [29.501710, 33.357647, 37.445814, 37.474905, 39.725762], [11.038759, 12.135029, 12.780161, 13.153653, 85.092412], [16.517170, 17.264197, 20.031431, 22.449390, 61.157557], [16.657286, 17.081280, 17.874991, 19.072024, 123.918238], [23.235108, 23.467784, 23.745641, 28.676167, 112.158210], [20.071317, 20.159489, 20.550437, 22.225388, 25.483859], [23.285323, 24.923052, 25.716952, 25.773384, 31.271296], [26.552755, 27.573663, 28.460611, 30.332988, 99.438345]]
### 2
fourier: [[16.025960, 17.197933, 18.067374, 18.569439, 205.314835], [11.730681, 12.027980, 14.035948, 14.703735, 89.315656], [19.214170, 19.868549, 21.094705, 22.324683, 26.203274], [18.176967, 19.351305, 19.632929, 22.232479, 85.687703], [35.173190, 36.461340, 36.691792, 50.147771, 169.468204], [14.164794, 14.485194, 14.786212, 18.308945, 73.455375], [15.338717, 16.391501, 16.415442, 19.528568, 20.282920], [12.622553, 12.851314, 13.889508, 14.870694, 15.814291], [10.516127, 11.224786, 11.569182, 13.533777, 122.397149], [16.368477, 16.890638, 20.037608, 26.054921, 81.717259]]
### 4
fourier: [[27.818260, 28.923393, 28.978240, 37.237155, 255.811462], [39.693234, 39.897479, 40.234023, 52.577477, 173.877082], [13.291983, 13.494624, 13.531416, 17.703440, 26.003932], [12.405988, 13.304050, 13.817313, 17.587083, 62.239076], [14.307529, 14.855320, 15.766970, 17.831785, 32.054193], [2.941699, 3.069383, 3.520235, 4.396846, 56.727362], [40.617791, 40.668248, 41.837344, 55.974924, 188.854169], [18.763485, 19.135874, 19.862838, 23.539309, 73.586814], [27.054471, 27.185269, 28.200076, 36.927324, 174.913980], [24.692083, 25.716952, 26.965188, 35.081803, 107.179354]]
### 6
fourier: [[20.414356, 21.353321, 22.835714, 30.960133, 215.867877], [56.341802, 58.146152, 59.030836, 79.454375, 325.414256], [21.373094, 22.293548, 22.303954, 30.568246, 114.368522], [35.783564, 36.772817, 37.132748, 49.547634, 201.204147], [15.726364, 15.975777, 16.282580, 21.832851, 82.214945], [29.877945, 30.228178, 31.358465, 40.159585, 109.259295], [25.227575, 25.644258, 26.336654, 35.503773, 163.504761], [26.345841, 26.774961, 28.013669, 37.952110, 200.006592], [39.373978, 41.238655, 41.353810, 55.179213, 237.048089], [50.091272, 52.518046, 52.644342, 70.404959, 278.163090]]
### 8
fourier: [[33.306499, 34.657932, 34.979951, 45.388263, 127.985572], [64.132932, 69.005447, 69.274933, 91.563702, 347.726594], [65.968200, 68.679498, 69.850374, 92.821793, 436.210179], [123.869336, 129.617712, 130.751939, 174.146002, 744.230606], [17.801842, 17.946040, 18.637054, 24.921934, 122.390400], [31.476861, 33.893542, 33.922858, 44.675071, 169.941362], [34.326484, 36.667436, 36.744499, 48.701219, 176.490302], [70.111902, 74.459332, 74.973763, 99.910011, 438.789657], [60.227070, 61.554184, 62.231597, 83.402828, 297.178042], [25.119604, 26.053925, 26.532472, 34.982425, 163.780193]]
### 10
fourier: [[105.272098, 110.029717, 111.587883, 147.767017, 708.778741], [104.704087, 108.391997, 110.095850, 146.021336, 696.808070], [105.096586, 109.330762, 110.013603, 146.446010, 553.436679], [110.991334, 115.026525, 115.686043, 154.097492, 575.140812], [48.392797, 51.026095, 51.394997, 68.341705, 258.751857], [52.594056, 55.094841, 55.167007, 73.639527, 248.228172], [66.349263, 70.595883, 70.773732, 93.681175, 383.276880], [9.213020, 9.397832, 9.590615, 12.476392, 12.886752], [124.786832, 131.689637, 132.743395, 177.102471, 737.564909], [103.182462, 108.981486, 109.710418, 146.076365, 600.350271]]
### 12
fourier: [[44.996272, 47.760502, 47.934156, 63.669282, 271.540050], [37.505242, 39.132749, 39.744543, 52.358727, 165.649329], [144.350234, 155.538481, 155.698995, 207.888030, 823.746431], [86.266713, 92.097682, 92.485302, 123.177495, 481.484475], [104.090325, 112.760322, 112.958936, 150.656938, 572.052056], [100.357167, 108.124125, 108.381769, 144.745707, 520.556870], [48.870166, 52.343581, 52.450253, 69.942086, 351.984351], [82.123774, 86.034208, 86.417498, 115.206672, 339.339591], [23.985039, 25.617062, 25.668067, 34.439802, 159.144047], [96.482383, 103.740876, 103.871273, 139.194273, 535.717573]]
### 14
fourier: [[89.825693, 95.810940, 96.079020, 126.793720, 483.687626], [69.838977, 73.956482, 74.178298, 100.091364, 352.707588], [124.521720, 132.235448, 132.913807, 176.457954, 728.093614], [144.868610, 157.537793, 158.117821, 211.121689, 791.036548], [104.941394, 111.117718, 111.462244, 149.106859, 573.880594], [118.745513, 128.545134, 128.839965, 172.588729, 607.048330], [62.473728, 67.084029, 67.136347, 88.472370, 299.407495], [176.491650, 191.482373, 191.772010, 256.613308, 1000.650097], [111.938772, 119.242304, 119.280784, 160.802259, 547.270364], [105.103582, 114.117131, 114.323209, 151.419325, 587.270865]]
### 16
fourier: [[133.062349, 144.044078, 144.191440, 192.496507, 729.407815]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 10
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[20.245609, 20.973627, 24.231000, 28.223044, 165.270056], [21.214199, 21.695822, 25.514318, 25.790909, 85.406443], [29.501710, 33.357647, 37.445814, 37.474905, 39.725762], [11.038759, 12.135029, 12.780161, 13.153653, 85.092412], [16.517170, 17.264197, 20.031431, 22.449390, 61.157557], [16.657286, 17.081280, 17.874991, 19.072024, 123.918238], [23.235108, 23.467784, 23.745641, 28.676167, 112.158210], [20.071317, 20.159489, 20.550437, 22.225388, 25.483859], [23.285323, 24.923052, 25.716952, 25.773384, 31.271296], [26.552755, 27.573663, 28.460611, 30.332988, 99.438345]]
### 2
fourier: [[16.025960, 17.197933, 18.067374, 18.569439, 205.314835], [11.730681, 12.027980, 14.035948, 14.703735, 89.315656], [19.214170, 19.868549, 21.094705, 22.324683, 26.203274], [18.176967, 19.351305, 19.632929, 22.232479, 85.687703], [35.173190, 36.461340, 36.691792, 50.147771, 169.468204], [14.164794, 14.485194, 14.786212, 18.308945, 73.455375], [15.338717, 16.391501, 16.415442, 19.528568, 20.282920], [12.622553, 12.851314, 13.889508, 14.870694, 15.814291], [10.516127, 11.224786, 11.569182, 13.533777, 122.397149], [16.368477, 16.890638, 20.037608, 26.054921, 81.717259]]
### 4
fourier: [[27.818260, 28.923393, 28.978240, 37.237155, 255.811462], [39.693234, 39.897479, 40.234023, 52.577477, 173.877082], [13.291983, 13.494624, 13.531416, 17.703440, 26.003932], [12.405988, 13.304050, 13.817313, 17.587083, 62.239076], [14.307529, 14.855320, 15.766970, 17.831785, 32.054193], [2.941699, 3.069383, 3.520235, 4.396846, 56.727362], [40.617791, 40.668248, 41.837344, 55.974924, 188.854169], [18.763485, 19.135874, 19.862838, 23.539309, 73.586814], [27.054471, 27.185269, 28.200076, 36.927324, 174.913980], [24.692083, 25.716952, 26.965188, 35.081803, 107.179354]]
### 6
fourier: [[20.414356, 21.353321, 22.835714, 30.960133, 215.867877], [56.341802, 58.146152, 59.030836, 79.454375, 325.414256], [21.373094, 22.293548, 22.303954, 30.568246, 114.368522], [35.783564, 36.772817, 37.132748, 49.547634, 201.204147], [15.726364, 15.975777, 16.282580, 21.832851, 82.214945], [29.877945, 30.228178, 31.358465, 40.159585, 109.259295], [25.227575, 25.644258, 26.336654, 35.503773, 163.504761], [26.345841, 26.774961, 28.013669, 37.952110, 200.006592], [39.373978, 41.238655, 41.353810, 55.179213, 237.048089], [50.091272, 52.518046, 52.644342, 70.404959, 278.163090]]
### 8
fourier: [[33.306499, 34.657932, 34.979951, 45.388263, 127.985572], [64.132932, 69.005447, 69.274933, 91.563702, 347.726594], [65.968200, 68.679498, 69.850374, 92.821793, 436.210179], [123.869336, 129.617712, 130.751939, 174.146002, 744.230606], [17.801842, 17.946040, 18.637054, 24.921934, 122.390400], [31.476861, 33.893542, 33.922858, 44.675071, 169.941362], [34.326484, 36.667436, 36.744499, 48.701219, 176.490302], [70.111902, 74.459332, 74.973763, 99.910011, 438.789657], [60.227070, 61.554184, 62.231597, 83.402828, 297.178042], [25.119604, 26.053925, 26.532472, 34.982425, 163.780193]]
### 10
fourier: [[105.272098, 110.029717, 111.587883, 147.767017, 708.778741], [104.704087, 108.391997, 110.095850, 146.021336, 696.808070], [105.096586, 109.330762, 110.013603, 146.446010, 553.436679], [110.991334, 115.026525, 115.686043, 154.097492, 575.140812], [48.392797, 51.026095, 51.394997, 68.341705, 258.751857], [52.594056, 55.094841, 55.167007, 73.639527, 248.228172], [66.349263, 70.595883, 70.773732, 93.681175, 383.276880], [9.213020, 9.397832, 9.590615, 12.476392, 12.886752], [124.786832, 131.689637, 132.743395, 177.102471, 737.564909], [103.182462, 108.981486, 109.710418, 146.076365, 600.350271]]
### 12
fourier: [[44.996272, 47.760502, 47.934156, 63.669282, 271.540050], [37.505242, 39.132749, 39.744543, 52.358727, 165.649329], [144.350234, 155.538481, 155.698995, 207.888030, 823.746431], [86.266713, 92.097682, 92.485302, 123.177495, 481.484475], [104.090325, 112.760322, 112.958936, 150.656938, 572.052056], [100.357167, 108.124125, 108.381769, 144.745707, 520.556870], [48.870166, 52.343581, 52.450253, 69.942086, 351.984351], [82.123774, 86.034208, 86.417498, 115.206672, 339.339591], [23.985039, 25.617062, 25.668067, 34.439802, 159.144047], [96.482383, 103.740876, 103.871273, 139.194273, 535.717573]]
### 14
fourier: [[89.825693, 95.810940, 96.079020, 126.793720, 483.687626], [69.838977, 73.956482, 74.178298, 100.091364, 352.707588], [124.521720, 132.235448, 132.913807, 176.457954, 728.093614], [144.868610, 157.537793, 158.117821, 211.121689, 791.036548], [104.941394, 111.117718, 111.462244, 149.106859, 573.880594], [118.745513, 128.545134, 128.839965, 172.588729, 607.048330], [62.473728, 67.084029, 67.136347, 88.472370, 299.407495], [176.491650, 191.482373, 191.772010, 256.613308, 1000.650097], [111.938772, 119.242304, 119.280784, 160.802259, 547.270364], [105.103582, 114.117131, 114.323209, 151.419325, 587.270865]]
### 16
fourier: [[133.062349, 144.044078, 144.191440, 192.496507, 729.407815]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6882437169551849, "train_acc": 0.51, "val_loss": 0.7166849374771118, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6745066940784454, "train_acc": 0.59, "val_loss": 0.7588450908660889, "val_acc": 0.42}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6756757199764252, "train_acc": 0.59, "val_loss": 0.7702895402908325, "val_acc": 0.42}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6690934002399445, "train_acc": 0.59, "val_loss": 0.7065475583076477, "val_acc": 0.42}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.555536687374115, "train_acc": 0.59, "val_loss": 0.5444443821907043, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.5604323744773865, "train_acc": 0.52, "val_loss": 0.6118822693824768, "val_acc": 0.86}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.545528918504715, "train_acc": 0.825, "val_loss": 0.3413468897342682, "val_acc": 0.92}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.34872183203697205, "train_acc": 0.85, "val_loss": 0.1524045318365097, "val_acc": 0.96}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.17985033988952637, "train_acc": 0.935, "val_loss": 0.13845421373844147, "val_acc": 0.96}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.3428759127855301, "train_acc": 0.935, "val_loss": 0.1417728215456009, "val_acc": 0.96}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.1957116723060608, "train_acc": 0.93, "val_loss": 0.14671553671360016, "val_acc": 0.96}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.17799954116344452, "train_acc": 0.92, "val_loss": 0.13624529540538788, "val_acc": 0.96}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.21979986876249313, "train_acc": 0.925, "val_loss": 0.13425303995609283, "val_acc": 0.96}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.19817344099283218, "train_acc": 0.925, "val_loss": 0.1572202444076538, "val_acc": 0.96}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.17817500978708267, "train_acc": 0.93, "val_loss": 0.1462741494178772, "val_acc": 0.96}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7166849374771118, "final_val_loss": 0.5444443821907043, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.6118822693824768, "final_val_loss": 0.1462741494178772, "initial_val_acc": 0.86, "final_val_acc": 0.96, "best_val_acc": 0.96, "best_epoch": 7}, "improvement": 0.54, "first_improvement_epoch": 4}}
|
9,996
|
{"target_pattern": "decreasing_pairs", "degraded_accuracy": 0.42, "improved_accuracy": 0.96, "improvement": 0.54, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 15, "activation_type": "gelu", "dropout_rate": 0.0, "random_seed": 9533, "learning_rate": 0.04087707750259616, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "decreasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["decreasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[15.668810, 16.286536, 18.984493, 21.211715, 52.827230], [22.631558, 25.472249, 27.507649, 27.583367, 28.747356], [18.727430, 19.657503, 19.774712, 20.889579, 24.242642], [21.283476, 21.749421, 22.798741, 25.418099, 31.038013], [19.159785, 19.168344, 19.433898, 21.021106, 157.767650], [23.054916, 25.193025, 27.201361, 28.373665, 53.840376], [15.830675, 17.464526, 18.719619, 18.840035, 30.630151], [15.171723, 15.550457, 17.357076, 18.671793, 107.353314], [21.125647, 21.820306, 24.412890, 24.663116, 27.687501], [29.073175, 30.483997, 31.894928, 33.137956, 126.703274], [11.160689, 11.725095, 13.341234, 13.360119, 127.621612], [19.293726, 19.868111, 21.724703, 23.680714, 68.028065], [23.408699, 25.581450, 28.597022, 29.626715, 35.426375], [18.991578, 19.028953, 21.070301, 24.540765, 191.982567], [20.453298, 20.463563, 21.684385, 22.523499, 28.637083]]
### 2
fourier: [[9.742141, 10.728195, 11.462182, 11.896585, 86.459872], [22.418689, 25.458356, 28.039825, 31.087527, 130.821660], [12.721618, 12.747950, 13.367905, 13.737132, 14.782945], [16.602691, 17.515457, 19.880663, 22.332053, 39.719126], [16.989586, 17.633427, 18.680107, 19.456570, 147.795061], [15.716402, 17.403798, 19.414978, 20.869434, 71.347123], [20.259741, 20.685682, 22.511867, 22.760546, 82.920559], [18.527430, 18.777359, 23.344267, 24.074412, 77.088152], [11.033227, 11.351850, 11.446746, 16.533602, 41.831629], [28.780643, 29.940695, 33.353398, 33.628348, 89.839869], [15.576173, 15.998120, 21.762930, 23.105572, 165.474458], [12.528441, 13.288449, 14.996040, 15.175325, 98.694101], [14.639030, 14.718132, 16.552600, 20.371796, 79.131579], [23.940159, 23.972260, 24.068935, 26.857742, 33.842753], [26.020706, 27.432565, 28.789552, 29.133779, 160.822773]]
### 4
fourier: [[19.219337, 20.507872, 20.669753, 21.869723, 62.448219], [29.554048, 33.299791, 36.328068, 37.114682, 110.287070], [38.096999, 39.571131, 43.134408, 44.031044, 245.726660], [20.666681, 25.514164, 25.550380, 28.984608, 104.235674], [43.207626, 44.296136, 46.207801, 46.455266, 259.720663], [25.302741, 26.537123, 30.356690, 30.590851, 174.727271], [39.529799, 40.634185, 41.980963, 44.384867, 248.391190], [27.072456, 29.074379, 29.439177, 32.681058, 128.528123], [27.453137, 27.493254, 27.893277, 27.996372, 200.225197], [33.647533, 34.056011, 34.150397, 38.293685, 218.396317], [29.805962, 32.092478, 34.355146, 38.274087, 137.369936], [34.049633, 36.877341, 37.466155, 40.039064, 223.036244], [26.235630, 28.806913, 29.954359, 31.181056, 129.149630], [11.286413, 11.555329, 12.431098, 13.028969, 51.743417], [28.689335, 29.116850, 30.284215, 33.678230, 169.311723]]
### 6
fourier: [[35.748368, 40.435544, 42.813038, 44.875347, 193.161687], [29.925452, 33.536976, 35.483963, 37.520936, 148.108985], [78.426432, 82.062575, 87.263443, 91.273465, 504.932665], [62.639397, 64.522271, 71.663577, 73.670433, 393.842703], [57.293124, 58.980572, 65.876050, 67.726492, 363.035526], [74.974897, 76.628565, 84.559577, 87.973133, 472.341657], [58.688176, 60.235683, 61.779546, 66.231457, 342.829639], [58.820378, 61.830343, 68.376832, 71.167319, 386.038582], [61.462174, 65.519725, 67.607167, 70.604790, 380.572742], [32.056454, 38.740171, 41.141034, 42.504555, 167.807546], [36.608261, 38.576324, 42.634153, 44.736049, 192.654357], [8.834869, 9.574782, 10.527047, 12.459174, 105.217149], [7.042018, 7.060177, 7.902237, 7.960038, 54.031178], [26.145368, 31.877707, 33.077167, 33.965558, 135.014043], [60.748126, 64.357901, 67.243206, 70.407286, 358.232644]]
### 8
fourier: [[101.065416, 104.161166, 104.308545, 111.284606, 687.459747], [29.461097, 30.061682, 32.306007, 33.844252, 252.649712], [178.446865, 185.252491, 196.923425, 206.293599, 1136.743089], [15.612691, 16.144622, 18.065131, 18.293675, 65.173132], [138.553993, 144.273944, 150.688083, 158.424762, 882.185986], [146.384351, 150.850990, 168.763066, 172.797865, 934.300466], [137.173095, 141.189445, 152.289319, 158.435666, 894.685328], [12.712119, 14.138596, 14.670765, 15.444644, 65.706780], [7.911744, 8.907658, 9.566892, 10.175979, 21.899797], [177.662300, 185.171973, 194.185965, 204.167330, 1133.223353], [115.546031, 118.688843, 131.304246, 135.211464, 711.768846], [127.528395, 131.878873, 143.043761, 147.520163, 844.377646], [157.366557, 163.181569, 175.984932, 182.883973, 1012.260011], [147.899188, 153.481587, 154.623926, 164.892849, 955.144827], [162.966820, 169.096043, 175.677865, 185.774657, 1057.107761]]
### 10
fourier: [[420.115273, 431.570275, 441.014204, 461.943938, 2915.286967], [138.164488, 141.741696, 150.455758, 151.051364, 981.921371], [120.928152, 125.590584, 127.471148, 135.268655, 779.829835], [280.414385, 281.321058, 297.365042, 303.451442, 1988.736753], [302.214183, 311.170254, 318.117325, 333.491629, 2040.287842], [469.668209, 485.149889, 492.271930, 518.906018, 3240.900252], [217.508679, 227.001953, 228.626615, 242.810936, 1457.745406], [476.439941, 491.745808, 500.151539, 525.983286, 3246.779294], [345.062293, 359.151838, 361.740767, 382.291299, 2357.987377], [90.385159, 90.900932, 96.883208, 97.612680, 614.858603], [16.262757, 17.179792, 18.745013, 19.433149, 68.271569], [318.116526, 332.750195, 333.764025, 355.483558, 2163.572676], [324.602931, 334.195110, 340.450564, 358.369292, 2176.927651], [142.753878, 148.729617, 149.287217, 159.201913, 941.433387], [207.415349, 216.033083, 218.070148, 230.250273, 1378.476214]]
### 12
fourier: [[1080.182276, 1101.786319, 1135.708016, 1182.798035, 7484.946373], [975.262771, 996.597129, 1024.721308, 1069.229725, 6731.869739], [8.282085, 8.343862, 8.820500, 9.104114, 118.914867], [906.904056, 927.406080, 952.352191, 994.434840, 6263.606064], [109.115256, 113.851422, 114.162873, 121.216072, 663.363867], [781.175198, 801.447576, 820.043151, 858.574407, 5392.646331], [196.213273, 204.010041, 205.465522, 217.753615, 1316.903561], [987.472815, 1007.644912, 1037.723277, 1081.599007, 6805.978873], [100.968081, 103.103734, 109.490879, 109.764296, 796.682589], [439.360188, 451.287251, 460.814108, 483.240717, 2977.932749], [36.646479, 40.199749, 40.868311, 43.227497, 367.491018], [47.720774, 49.352927, 52.071619, 54.702769, 239.258896], [295.528231, 302.969330, 310.083969, 324.626948, 1988.072212], [128.960468, 133.721509, 135.070618, 142.416995, 795.941946], [769.094973, 785.878438, 808.027850, 842.690463, 5246.909638]]
### 14
fourier: [[2092.010307, 2128.269820, 2200.898693, 2286.030811, 14456.296296], [77.890515, 79.699696, 82.487583, 85.187347, 633.531175], [526.981767, 533.634283, 554.775241, 573.984824, 3511.390218], [483.423801, 492.735983, 507.953376, 529.068238, 3254.941649], [280.150570, 283.881588, 295.054234, 305.227341, 1816.765230], [2032.960522, 2067.651240, 2138.979038, 2221.336258, 14050.396469], [2111.524376, 2144.453693, 2222.314152, 2304.664558, 14582.613230], [1690.150588, 1721.424592, 1777.608107, 1848.447313, 11695.496799], [377.207736, 383.371293, 397.139274, 411.789386, 2559.045890], [647.414966, 664.234814, 679.879759, 711.512123, 4471.786070], [656.893969, 663.753779, 691.980067, 714.506199, 4441.448651], [303.084767, 306.197863, 318.856461, 329.912118, 2012.138770], [1483.152880, 1509.496354, 1560.091957, 1621.504128, 10228.810388], [228.576250, 230.562555, 241.103648, 248.188384, 1636.562326], [784.032326, 794.862221, 825.271227, 854.927176, 5296.979897]]
### 16
fourier: [[3002.986625, 3051.591487, 3160.653838, 3278.945502, 20759.048553]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
decreasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 15
Activation Function: gelu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.668810, 16.286536, 18.984493, 21.211715, 52.827230], [22.631558, 25.472249, 27.507649, 27.583367, 28.747356], [18.727430, 19.657503, 19.774712, 20.889579, 24.242642], [21.283476, 21.749421, 22.798741, 25.418099, 31.038013], [19.159785, 19.168344, 19.433898, 21.021106, 157.767650], [23.054916, 25.193025, 27.201361, 28.373665, 53.840376], [15.830675, 17.464526, 18.719619, 18.840035, 30.630151], [15.171723, 15.550457, 17.357076, 18.671793, 107.353314], [21.125647, 21.820306, 24.412890, 24.663116, 27.687501], [29.073175, 30.483997, 31.894928, 33.137956, 126.703274], [11.160689, 11.725095, 13.341234, 13.360119, 127.621612], [19.293726, 19.868111, 21.724703, 23.680714, 68.028065], [23.408699, 25.581450, 28.597022, 29.626715, 35.426375], [18.991578, 19.028953, 21.070301, 24.540765, 191.982567], [20.453298, 20.463563, 21.684385, 22.523499, 28.637083]]
### 2
fourier: [[9.742141, 10.728195, 11.462182, 11.896585, 86.459872], [22.418689, 25.458356, 28.039825, 31.087527, 130.821660], [12.721618, 12.747950, 13.367905, 13.737132, 14.782945], [16.602691, 17.515457, 19.880663, 22.332053, 39.719126], [16.989586, 17.633427, 18.680107, 19.456570, 147.795061], [15.716402, 17.403798, 19.414978, 20.869434, 71.347123], [20.259741, 20.685682, 22.511867, 22.760546, 82.920559], [18.527430, 18.777359, 23.344267, 24.074412, 77.088152], [11.033227, 11.351850, 11.446746, 16.533602, 41.831629], [28.780643, 29.940695, 33.353398, 33.628348, 89.839869], [15.576173, 15.998120, 21.762930, 23.105572, 165.474458], [12.528441, 13.288449, 14.996040, 15.175325, 98.694101], [14.639030, 14.718132, 16.552600, 20.371796, 79.131579], [23.940159, 23.972260, 24.068935, 26.857742, 33.842753], [26.020706, 27.432565, 28.789552, 29.133779, 160.822773]]
### 4
fourier: [[19.219337, 20.507872, 20.669753, 21.869723, 62.448219], [29.554048, 33.299791, 36.328068, 37.114682, 110.287070], [38.096999, 39.571131, 43.134408, 44.031044, 245.726660], [20.666681, 25.514164, 25.550380, 28.984608, 104.235674], [43.207626, 44.296136, 46.207801, 46.455266, 259.720663], [25.302741, 26.537123, 30.356690, 30.590851, 174.727271], [39.529799, 40.634185, 41.980963, 44.384867, 248.391190], [27.072456, 29.074379, 29.439177, 32.681058, 128.528123], [27.453137, 27.493254, 27.893277, 27.996372, 200.225197], [33.647533, 34.056011, 34.150397, 38.293685, 218.396317], [29.805962, 32.092478, 34.355146, 38.274087, 137.369936], [34.049633, 36.877341, 37.466155, 40.039064, 223.036244], [26.235630, 28.806913, 29.954359, 31.181056, 129.149630], [11.286413, 11.555329, 12.431098, 13.028969, 51.743417], [28.689335, 29.116850, 30.284215, 33.678230, 169.311723]]
### 6
fourier: [[35.748368, 40.435544, 42.813038, 44.875347, 193.161687], [29.925452, 33.536976, 35.483963, 37.520936, 148.108985], [78.426432, 82.062575, 87.263443, 91.273465, 504.932665], [62.639397, 64.522271, 71.663577, 73.670433, 393.842703], [57.293124, 58.980572, 65.876050, 67.726492, 363.035526], [74.974897, 76.628565, 84.559577, 87.973133, 472.341657], [58.688176, 60.235683, 61.779546, 66.231457, 342.829639], [58.820378, 61.830343, 68.376832, 71.167319, 386.038582], [61.462174, 65.519725, 67.607167, 70.604790, 380.572742], [32.056454, 38.740171, 41.141034, 42.504555, 167.807546], [36.608261, 38.576324, 42.634153, 44.736049, 192.654357], [8.834869, 9.574782, 10.527047, 12.459174, 105.217149], [7.042018, 7.060177, 7.902237, 7.960038, 54.031178], [26.145368, 31.877707, 33.077167, 33.965558, 135.014043], [60.748126, 64.357901, 67.243206, 70.407286, 358.232644]]
### 8
fourier: [[101.065416, 104.161166, 104.308545, 111.284606, 687.459747], [29.461097, 30.061682, 32.306007, 33.844252, 252.649712], [178.446865, 185.252491, 196.923425, 206.293599, 1136.743089], [15.612691, 16.144622, 18.065131, 18.293675, 65.173132], [138.553993, 144.273944, 150.688083, 158.424762, 882.185986], [146.384351, 150.850990, 168.763066, 172.797865, 934.300466], [137.173095, 141.189445, 152.289319, 158.435666, 894.685328], [12.712119, 14.138596, 14.670765, 15.444644, 65.706780], [7.911744, 8.907658, 9.566892, 10.175979, 21.899797], [177.662300, 185.171973, 194.185965, 204.167330, 1133.223353], [115.546031, 118.688843, 131.304246, 135.211464, 711.768846], [127.528395, 131.878873, 143.043761, 147.520163, 844.377646], [157.366557, 163.181569, 175.984932, 182.883973, 1012.260011], [147.899188, 153.481587, 154.623926, 164.892849, 955.144827], [162.966820, 169.096043, 175.677865, 185.774657, 1057.107761]]
### 10
fourier: [[420.115273, 431.570275, 441.014204, 461.943938, 2915.286967], [138.164488, 141.741696, 150.455758, 151.051364, 981.921371], [120.928152, 125.590584, 127.471148, 135.268655, 779.829835], [280.414385, 281.321058, 297.365042, 303.451442, 1988.736753], [302.214183, 311.170254, 318.117325, 333.491629, 2040.287842], [469.668209, 485.149889, 492.271930, 518.906018, 3240.900252], [217.508679, 227.001953, 228.626615, 242.810936, 1457.745406], [476.439941, 491.745808, 500.151539, 525.983286, 3246.779294], [345.062293, 359.151838, 361.740767, 382.291299, 2357.987377], [90.385159, 90.900932, 96.883208, 97.612680, 614.858603], [16.262757, 17.179792, 18.745013, 19.433149, 68.271569], [318.116526, 332.750195, 333.764025, 355.483558, 2163.572676], [324.602931, 334.195110, 340.450564, 358.369292, 2176.927651], [142.753878, 148.729617, 149.287217, 159.201913, 941.433387], [207.415349, 216.033083, 218.070148, 230.250273, 1378.476214]]
### 12
fourier: [[1080.182276, 1101.786319, 1135.708016, 1182.798035, 7484.946373], [975.262771, 996.597129, 1024.721308, 1069.229725, 6731.869739], [8.282085, 8.343862, 8.820500, 9.104114, 118.914867], [906.904056, 927.406080, 952.352191, 994.434840, 6263.606064], [109.115256, 113.851422, 114.162873, 121.216072, 663.363867], [781.175198, 801.447576, 820.043151, 858.574407, 5392.646331], [196.213273, 204.010041, 205.465522, 217.753615, 1316.903561], [987.472815, 1007.644912, 1037.723277, 1081.599007, 6805.978873], [100.968081, 103.103734, 109.490879, 109.764296, 796.682589], [439.360188, 451.287251, 460.814108, 483.240717, 2977.932749], [36.646479, 40.199749, 40.868311, 43.227497, 367.491018], [47.720774, 49.352927, 52.071619, 54.702769, 239.258896], [295.528231, 302.969330, 310.083969, 324.626948, 1988.072212], [128.960468, 133.721509, 135.070618, 142.416995, 795.941946], [769.094973, 785.878438, 808.027850, 842.690463, 5246.909638]]
### 14
fourier: [[2092.010307, 2128.269820, 2200.898693, 2286.030811, 14456.296296], [77.890515, 79.699696, 82.487583, 85.187347, 633.531175], [526.981767, 533.634283, 554.775241, 573.984824, 3511.390218], [483.423801, 492.735983, 507.953376, 529.068238, 3254.941649], [280.150570, 283.881588, 295.054234, 305.227341, 1816.765230], [2032.960522, 2067.651240, 2138.979038, 2221.336258, 14050.396469], [2111.524376, 2144.453693, 2222.314152, 2304.664558, 14582.613230], [1690.150588, 1721.424592, 1777.608107, 1848.447313, 11695.496799], [377.207736, 383.371293, 397.139274, 411.789386, 2559.045890], [647.414966, 664.234814, 679.879759, 711.512123, 4471.786070], [656.893969, 663.753779, 691.980067, 714.506199, 4441.448651], [303.084767, 306.197863, 318.856461, 329.912118, 2012.138770], [1483.152880, 1509.496354, 1560.091957, 1621.504128, 10228.810388], [228.576250, 230.562555, 241.103648, 248.188384, 1636.562326], [784.032326, 794.862221, 825.271227, 854.927176, 5296.979897]]
### 16
fourier: [[3002.986625, 3051.591487, 3160.653838, 3278.945502, 20759.048553]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
decreasing_pairs
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6900087594985962, "train_acc": 0.46, "val_loss": 0.7424452900886536, "val_acc": 0.42}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6494964957237244, "train_acc": 0.58, "val_loss": 0.6438444256782532, "val_acc": 0.42}, {"stage": "improved", "epoch": 0, "global_epoch": 2, "train_loss": 0.46444784104824066, "train_acc": 0.52, "val_loss": 0.44627389311790466, "val_acc": 0.9}, {"stage": "improved", "epoch": 1, "global_epoch": 3, "train_loss": 0.3412649929523468, "train_acc": 0.93, "val_loss": 0.3179556727409363, "val_acc": 0.92}, {"stage": "improved", "epoch": 2, "global_epoch": 4, "train_loss": 0.22207240760326385, "train_acc": 0.935, "val_loss": 0.21749372780323029, "val_acc": 0.94}, {"stage": "improved", "epoch": 3, "global_epoch": 5, "train_loss": 0.21659967303276062, "train_acc": 0.94, "val_loss": 0.17538371682167053, "val_acc": 0.94}, {"stage": "improved", "epoch": 4, "global_epoch": 6, "train_loss": 0.16552997380495071, "train_acc": 0.95, "val_loss": 0.1716514527797699, "val_acc": 0.96}, {"stage": "improved", "epoch": 5, "global_epoch": 7, "train_loss": 0.2727748304605484, "train_acc": 0.945, "val_loss": 0.20576560497283936, "val_acc": 0.94}, {"stage": "improved", "epoch": 6, "global_epoch": 8, "train_loss": 0.18328645825386047, "train_acc": 0.945, "val_loss": 0.19393089413642883, "val_acc": 0.94}, {"stage": "improved", "epoch": 7, "global_epoch": 9, "train_loss": 0.16233449429273605, "train_acc": 0.945, "val_loss": 0.2028461992740631, "val_acc": 0.94}], "summary": {"total_epochs": 10, "degraded_epochs": 2, "improved_epochs": 8, "patterns": ["decreasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7424452900886536, "final_val_loss": 0.6438444256782532, "initial_val_acc": 0.42, "final_val_acc": 0.42, "best_val_acc": 0.42}, "improved_stage": {"initial_val_loss": 0.44627389311790466, "final_val_loss": 0.2028461992740631, "initial_val_acc": 0.9, "final_val_acc": 0.94, "best_val_acc": 0.96, "best_epoch": 6}, "improvement": 0.54, "first_improvement_epoch": 1}}
|
9,997
|
{"target_pattern": "first_last_match", "degraded_accuracy": 0.48, "improved_accuracy": 0.84, "improvement": 0.36, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 10, "neurons_per_layer": 11, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 1230, "learning_rate": 0.036724835179897115, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "first_last_match", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["first_last_match"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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}
## Activation Signature
### 0
fourier: [[28.795605, 29.060411, 35.139573, 37.269343, 88.625768], [22.090574, 22.996482, 26.845448, 31.123495, 207.684691], [30.497276, 31.883104, 35.012488, 37.456408, 39.630391], [25.041899, 27.396469, 27.491253, 28.116146, 28.372714], [45.424804, 46.721067, 48.430956, 53.744685, 210.658172], [25.819709, 27.049981, 27.537769, 29.957373, 85.326779], [26.727113, 26.966039, 31.082281, 34.650321, 49.610549], [22.632598, 24.686705, 28.466658, 30.164848, 31.410142], [25.838741, 28.011081, 28.149072, 28.894314, 52.066360], [20.120563, 22.194459, 25.563596, 26.282018, 27.047797], [25.741099, 26.560495, 29.244155, 29.469293, 110.967423]]
### 2
fourier: [[31.046886, 31.446637, 31.825262, 32.278583, 172.681575], [49.988626, 54.255039, 58.494402, 59.889771, 106.915270], [54.034377, 54.155302, 60.046873, 63.339572, 97.961474], [16.825728, 18.082864, 18.151101, 18.833154, 135.660467], [33.305518, 37.936567, 38.367400, 43.679749, 85.396171], [15.193578, 16.909654, 18.486500, 18.578631, 19.875247], [17.266701, 18.877011, 19.130792, 19.484935, 114.575710], [43.474340, 43.759101, 51.506195, 52.650519, 102.365774], [14.357320, 15.009376, 15.148641, 20.131812, 131.574322], [28.833837, 30.325018, 30.420576, 31.960563, 189.514065], [42.051017, 42.059604, 48.233985, 49.258420, 123.268741]]
### 4
fourier: [[17.362229, 19.612675, 20.788734, 24.602138, 103.248735], [18.678222, 21.321352, 21.475634, 27.280289, 31.278314], [23.531040, 26.151230, 28.119027, 35.260974, 62.622760], [10.969302, 10.994514, 11.550446, 12.718371, 54.221824], [66.128495, 72.924101, 78.500711, 95.460239, 266.572669], [76.679642, 82.078479, 91.385733, 108.689145, 277.193475], [23.422154, 26.632505, 28.238065, 34.622380, 58.251325], [28.478218, 29.009768, 32.511847, 39.118372, 96.555669], [8.197370, 8.280835, 9.565912, 10.185221, 53.412346], [7.725995, 8.119518, 9.526226, 11.312144, 58.900944], [21.553127, 24.582852, 25.781984, 30.781470, 55.852514]]
### 6
fourier: [[20.182966, 21.483815, 25.239065, 28.078608, 28.481519], [39.780327, 42.668654, 46.785255, 56.728023, 122.187904], [16.270817, 17.686921, 20.248892, 22.973653, 34.968226], [12.687943, 14.127561, 14.356282, 18.386701, 71.885910], [7.179136, 7.854478, 9.518823, 9.719050, 20.410794], [16.660480, 16.715279, 18.148960, 21.287124, 23.659998], [68.440437, 75.944982, 83.292195, 98.112470, 245.806131], [28.056867, 30.623499, 33.801608, 40.029371, 118.226511], [45.475678, 49.161646, 53.641754, 64.911108, 150.404162], [56.138270, 61.209453, 67.836704, 80.171923, 187.517748], [32.602315, 35.359384, 38.335009, 46.822743, 150.726917]]
### 8
fourier: [[19.363410, 21.318331, 21.723462, 25.161250, 27.316872], [79.706078, 85.980614, 92.857970, 113.698667, 278.096769], [88.398660, 95.731592, 104.039011, 125.989340, 323.297692], [38.656610, 41.557021, 44.958362, 55.165394, 149.384077], [37.573235, 39.917244, 42.753356, 53.485832, 147.334708], [0.924477, 1.058403, 1.118794, 1.634474, 38.241556], [14.792726, 14.819133, 15.701425, 20.770535, 99.230648], [25.589868, 25.634874, 25.654090, 36.302205, 123.242736], [16.401776, 17.847565, 19.154403, 23.399063, 105.748796], [48.844216, 53.569195, 59.509036, 69.443216, 167.814947], [95.925846, 103.003523, 111.392670, 136.723056, 343.332154]]
### 10
fourier: [[124.367201, 133.788810, 144.565306, 177.160428, 466.562074], [95.355067, 100.758475, 106.669868, 135.939042, 401.369940], [87.645597, 93.997754, 101.249255, 124.861394, 318.526439], [9.719396, 10.348907, 10.934722, 13.899188, 57.611285], [78.296802, 83.513089, 89.464332, 111.563640, 296.419776], [109.915905, 118.063412, 127.497327, 156.556830, 406.380634], [62.609893, 67.098368, 72.329059, 89.158510, 261.675379], [67.549495, 71.462786, 75.738916, 96.318358, 240.128679], [124.158282, 133.624222, 144.491833, 176.826922, 472.662244], [76.987022, 83.431863, 91.020837, 109.544409, 278.715730], [24.598048, 25.711897, 26.915445, 35.056226, 131.462962]]
### 12
fourier: [[67.526832, 72.350053, 77.861602, 96.211124, 207.961402], [141.089826, 151.439660, 163.218949, 200.989374, 537.711988], [3.787912, 3.978670, 4.681434, 5.427724, 49.512941], [18.778088, 20.313329, 22.082974, 26.717159, 89.033359], [11.141794, 11.852276, 12.657987, 15.881836, 33.053395], [52.161752, 55.346021, 58.898249, 74.362140, 235.253062], [246.951616, 263.931369, 283.111797, 351.898836, 933.163629], [202.106775, 216.022264, 231.764648, 288.015889, 778.649554], [126.083669, 134.049242, 142.975562, 179.733091, 491.970467], [95.141005, 102.019916, 109.887073, 135.545578, 304.584959], [81.017964, 86.279311, 92.168222, 115.486684, 347.527828]]
### 14
fourier: [[127.645124, 135.580020, 144.626419, 181.842300, 505.928565], [87.464362, 93.669180, 100.682313, 124.639490, 324.725765], [42.581667, 46.296335, 50.447394, 60.692098, 163.773040], [68.251466, 72.735636, 77.795558, 97.278153, 262.158312], [159.290721, 171.236556, 184.687254, 227.015175, 594.576229], [55.436624, 62.028379, 69.793978, 78.650104, 116.282487], [51.059378, 53.805769, 56.918142, 72.739572, 234.749278], [76.599045, 83.483533, 91.149592, 109.197524, 232.360526], [208.515485, 223.229567, 239.797281, 297.177708, 782.616704], [36.988799, 42.124419, 48.423549, 51.940952, 52.161750], [51.506750, 56.865885, 62.946918, 73.337311, 158.228812]]
### 16
fourier: [[58.334819, 63.532719, 69.506922, 83.067860, 173.072955], [198.606712, 215.551796, 234.663172, 283.052065, 698.044106], [115.384317, 126.784259, 139.842388, 164.250428, 377.526591], [155.592821, 168.547104, 183.177470, 221.745418, 551.786024], [27.012758, 28.805236, 30.855548, 38.484467, 119.047268], [61.942331, 65.333606, 69.067110, 88.333100, 261.484370], [6.992195, 7.176185, 8.353738, 9.963994, 64.607821], [105.743567, 115.433822, 126.454575, 150.628169, 358.953210], [120.029249, 128.639720, 138.266732, 171.138925, 446.192531], [86.015525, 96.180325, 108.168210, 122.071635, 203.899456], [84.748735, 94.827909, 106.825791, 120.204133, 237.523223]]
### 18
fourier: [[141.537655, 151.287565, 162.399112, 201.698788, 526.605645], [157.255804, 168.620957, 181.477291, 224.150943, 593.595199], [62.961123, 64.946715, 67.681641, 89.410279, 286.105567], [102.193048, 112.577636, 124.253528, 145.604263, 322.055239], [227.073172, 243.028553, 261.061045, 323.679687, 854.878874], [37.586427, 38.962059, 40.741592, 53.423925, 161.974212], [144.822631, 159.775799, 176.477808, 206.399346, 422.536971], [111.126574, 117.462831, 124.743822, 158.328207, 452.347583], [13.484830, 14.272003, 15.120238, 19.248639, 68.306071], [36.988298, 41.624327, 47.008556, 52.516855, 110.921919], [15.064409, 17.079988, 19.430573, 21.360058, 65.564236]]
### 20
fourier: [[147.666281, 162.074047, 178.201276, 210.470434, 476.457467]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
first_last_match
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 10
Neurons per Layer: 11
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[28.795605, 29.060411, 35.139573, 37.269343, 88.625768], [22.090574, 22.996482, 26.845448, 31.123495, 207.684691], [30.497276, 31.883104, 35.012488, 37.456408, 39.630391], [25.041899, 27.396469, 27.491253, 28.116146, 28.372714], [45.424804, 46.721067, 48.430956, 53.744685, 210.658172], [25.819709, 27.049981, 27.537769, 29.957373, 85.326779], [26.727113, 26.966039, 31.082281, 34.650321, 49.610549], [22.632598, 24.686705, 28.466658, 30.164848, 31.410142], [25.838741, 28.011081, 28.149072, 28.894314, 52.066360], [20.120563, 22.194459, 25.563596, 26.282018, 27.047797], [25.741099, 26.560495, 29.244155, 29.469293, 110.967423]]
### 2
fourier: [[31.046886, 31.446637, 31.825262, 32.278583, 172.681575], [49.988626, 54.255039, 58.494402, 59.889771, 106.915270], [54.034377, 54.155302, 60.046873, 63.339572, 97.961474], [16.825728, 18.082864, 18.151101, 18.833154, 135.660467], [33.305518, 37.936567, 38.367400, 43.679749, 85.396171], [15.193578, 16.909654, 18.486500, 18.578631, 19.875247], [17.266701, 18.877011, 19.130792, 19.484935, 114.575710], [43.474340, 43.759101, 51.506195, 52.650519, 102.365774], [14.357320, 15.009376, 15.148641, 20.131812, 131.574322], [28.833837, 30.325018, 30.420576, 31.960563, 189.514065], [42.051017, 42.059604, 48.233985, 49.258420, 123.268741]]
### 4
fourier: [[17.362229, 19.612675, 20.788734, 24.602138, 103.248735], [18.678222, 21.321352, 21.475634, 27.280289, 31.278314], [23.531040, 26.151230, 28.119027, 35.260974, 62.622760], [10.969302, 10.994514, 11.550446, 12.718371, 54.221824], [66.128495, 72.924101, 78.500711, 95.460239, 266.572669], [76.679642, 82.078479, 91.385733, 108.689145, 277.193475], [23.422154, 26.632505, 28.238065, 34.622380, 58.251325], [28.478218, 29.009768, 32.511847, 39.118372, 96.555669], [8.197370, 8.280835, 9.565912, 10.185221, 53.412346], [7.725995, 8.119518, 9.526226, 11.312144, 58.900944], [21.553127, 24.582852, 25.781984, 30.781470, 55.852514]]
### 6
fourier: [[20.182966, 21.483815, 25.239065, 28.078608, 28.481519], [39.780327, 42.668654, 46.785255, 56.728023, 122.187904], [16.270817, 17.686921, 20.248892, 22.973653, 34.968226], [12.687943, 14.127561, 14.356282, 18.386701, 71.885910], [7.179136, 7.854478, 9.518823, 9.719050, 20.410794], [16.660480, 16.715279, 18.148960, 21.287124, 23.659998], [68.440437, 75.944982, 83.292195, 98.112470, 245.806131], [28.056867, 30.623499, 33.801608, 40.029371, 118.226511], [45.475678, 49.161646, 53.641754, 64.911108, 150.404162], [56.138270, 61.209453, 67.836704, 80.171923, 187.517748], [32.602315, 35.359384, 38.335009, 46.822743, 150.726917]]
### 8
fourier: [[19.363410, 21.318331, 21.723462, 25.161250, 27.316872], [79.706078, 85.980614, 92.857970, 113.698667, 278.096769], [88.398660, 95.731592, 104.039011, 125.989340, 323.297692], [38.656610, 41.557021, 44.958362, 55.165394, 149.384077], [37.573235, 39.917244, 42.753356, 53.485832, 147.334708], [0.924477, 1.058403, 1.118794, 1.634474, 38.241556], [14.792726, 14.819133, 15.701425, 20.770535, 99.230648], [25.589868, 25.634874, 25.654090, 36.302205, 123.242736], [16.401776, 17.847565, 19.154403, 23.399063, 105.748796], [48.844216, 53.569195, 59.509036, 69.443216, 167.814947], [95.925846, 103.003523, 111.392670, 136.723056, 343.332154]]
### 10
fourier: [[124.367201, 133.788810, 144.565306, 177.160428, 466.562074], [95.355067, 100.758475, 106.669868, 135.939042, 401.369940], [87.645597, 93.997754, 101.249255, 124.861394, 318.526439], [9.719396, 10.348907, 10.934722, 13.899188, 57.611285], [78.296802, 83.513089, 89.464332, 111.563640, 296.419776], [109.915905, 118.063412, 127.497327, 156.556830, 406.380634], [62.609893, 67.098368, 72.329059, 89.158510, 261.675379], [67.549495, 71.462786, 75.738916, 96.318358, 240.128679], [124.158282, 133.624222, 144.491833, 176.826922, 472.662244], [76.987022, 83.431863, 91.020837, 109.544409, 278.715730], [24.598048, 25.711897, 26.915445, 35.056226, 131.462962]]
### 12
fourier: [[67.526832, 72.350053, 77.861602, 96.211124, 207.961402], [141.089826, 151.439660, 163.218949, 200.989374, 537.711988], [3.787912, 3.978670, 4.681434, 5.427724, 49.512941], [18.778088, 20.313329, 22.082974, 26.717159, 89.033359], [11.141794, 11.852276, 12.657987, 15.881836, 33.053395], [52.161752, 55.346021, 58.898249, 74.362140, 235.253062], [246.951616, 263.931369, 283.111797, 351.898836, 933.163629], [202.106775, 216.022264, 231.764648, 288.015889, 778.649554], [126.083669, 134.049242, 142.975562, 179.733091, 491.970467], [95.141005, 102.019916, 109.887073, 135.545578, 304.584959], [81.017964, 86.279311, 92.168222, 115.486684, 347.527828]]
### 14
fourier: [[127.645124, 135.580020, 144.626419, 181.842300, 505.928565], [87.464362, 93.669180, 100.682313, 124.639490, 324.725765], [42.581667, 46.296335, 50.447394, 60.692098, 163.773040], [68.251466, 72.735636, 77.795558, 97.278153, 262.158312], [159.290721, 171.236556, 184.687254, 227.015175, 594.576229], [55.436624, 62.028379, 69.793978, 78.650104, 116.282487], [51.059378, 53.805769, 56.918142, 72.739572, 234.749278], [76.599045, 83.483533, 91.149592, 109.197524, 232.360526], [208.515485, 223.229567, 239.797281, 297.177708, 782.616704], [36.988799, 42.124419, 48.423549, 51.940952, 52.161750], [51.506750, 56.865885, 62.946918, 73.337311, 158.228812]]
### 16
fourier: [[58.334819, 63.532719, 69.506922, 83.067860, 173.072955], [198.606712, 215.551796, 234.663172, 283.052065, 698.044106], [115.384317, 126.784259, 139.842388, 164.250428, 377.526591], [155.592821, 168.547104, 183.177470, 221.745418, 551.786024], [27.012758, 28.805236, 30.855548, 38.484467, 119.047268], [61.942331, 65.333606, 69.067110, 88.333100, 261.484370], [6.992195, 7.176185, 8.353738, 9.963994, 64.607821], [105.743567, 115.433822, 126.454575, 150.628169, 358.953210], [120.029249, 128.639720, 138.266732, 171.138925, 446.192531], [86.015525, 96.180325, 108.168210, 122.071635, 203.899456], [84.748735, 94.827909, 106.825791, 120.204133, 237.523223]]
### 18
fourier: [[141.537655, 151.287565, 162.399112, 201.698788, 526.605645], [157.255804, 168.620957, 181.477291, 224.150943, 593.595199], [62.961123, 64.946715, 67.681641, 89.410279, 286.105567], [102.193048, 112.577636, 124.253528, 145.604263, 322.055239], [227.073172, 243.028553, 261.061045, 323.679687, 854.878874], [37.586427, 38.962059, 40.741592, 53.423925, 161.974212], [144.822631, 159.775799, 176.477808, 206.399346, 422.536971], [111.126574, 117.462831, 124.743822, 158.328207, 452.347583], [13.484830, 14.272003, 15.120238, 19.248639, 68.306071], [36.988298, 41.624327, 47.008556, 52.516855, 110.921919], [15.064409, 17.079988, 19.430573, 21.360058, 65.564236]]
### 20
fourier: [[147.666281, 162.074047, 178.201276, 210.470434, 476.457467]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
first_last_match
|
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|
{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6880082786083221, "train_acc": 0.565, "val_loss": 0.7072350978851318, "val_acc": 0.48}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6769907176494598, "train_acc": 0.565, "val_loss": 0.6915519833564758, "val_acc": 0.48}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6157659888267517, "train_acc": 0.565, "val_loss": 0.6139359474182129, "val_acc": 0.48}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6293288767337799, "train_acc": 0.505, "val_loss": 0.6938789486885071, "val_acc": 0.48}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.6879826188087463, "train_acc": 0.505, "val_loss": 0.6841896772384644, "val_acc": 0.68}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.6729732751846313, "train_acc": 0.66, "val_loss": 0.634665846824646, "val_acc": 0.74}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.5955267548561096, "train_acc": 0.715, "val_loss": 0.4856961965560913, "val_acc": 0.82}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.44565634429454803, "train_acc": 0.81, "val_loss": 0.5808356404304504, "val_acc": 0.76}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.46116727590560913, "train_acc": 0.765, "val_loss": 0.37739622592926025, "val_acc": 0.84}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.3848380446434021, "train_acc": 0.835, "val_loss": 0.42857757210731506, "val_acc": 0.82}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.4065638333559036, "train_acc": 0.83, "val_loss": 0.436800092458725, "val_acc": 0.8}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.40011928975582123, "train_acc": 0.83, "val_loss": 0.44414645433425903, "val_acc": 0.78}], "summary": {"total_epochs": 12, "degraded_epochs": 3, "improved_epochs": 9, "patterns": ["first_last_match"], "degraded_stage": {"initial_val_loss": 0.7072350978851318, "final_val_loss": 0.6139359474182129, "initial_val_acc": 0.48, "final_val_acc": 0.48, "best_val_acc": 0.48}, "improved_stage": {"initial_val_loss": 0.6938789486885071, "final_val_loss": 0.44414645433425903, "initial_val_acc": 0.48, "final_val_acc": 0.78, "best_val_acc": 0.84, "best_epoch": 8}, "improvement": 0.36, "first_improvement_epoch": 2}}
|
9,998
|
{"target_pattern": "palindrome", "degraded_accuracy": 0.56, "improved_accuracy": 0.92, "improvement": 0.36, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 8, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 1706, "learning_rate": 0.038588117656836944, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "palindrome", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["palindrome"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[31.857032, 35.684155, 41.668685, 43.399408, 234.076669], [24.928320, 25.703960, 26.053181, 26.885654, 118.798018], [24.528298, 26.143851, 26.611547, 29.871769, 46.121037], [21.759367, 22.872073, 25.821912, 32.266393, 103.577003], [22.454440, 22.500579, 23.265345, 23.441338, 24.668811], [31.665059, 36.040333, 37.121961, 40.157267, 190.036141], [22.379986, 22.628125, 24.497872, 29.093281, 58.538069], [18.415743, 22.573537, 23.024432, 24.618207, 114.370266], [23.837428, 24.904782, 25.993020, 30.266449, 80.188166], [26.201716, 26.687935, 31.462430, 34.207546, 112.342710], [23.052041, 23.587331, 25.779228, 26.342988, 132.367298], [22.839040, 23.478453, 25.180864, 27.001956, 28.036189], [19.323509, 20.856945, 21.538032, 28.711034, 45.508612], [19.535016, 20.821530, 23.125599, 27.043253, 27.414889]]
### 2
fourier: [[43.735336, 47.451733, 51.567920, 56.824779, 166.009180], [11.982531, 12.474513, 12.591032, 14.729088, 152.504927], [29.580044, 40.032530, 41.351867, 43.523744, 225.138964], [26.534228, 28.743134, 31.010769, 34.909522, 35.338529], [22.009777, 22.292793, 27.256839, 28.988664, 183.293948], [18.608289, 20.762841, 20.793497, 21.045716, 26.835349], [15.668235, 16.616401, 17.568378, 18.250579, 32.894255], [20.654083, 23.218394, 23.220298, 29.030379, 207.459744], [27.701894, 28.447583, 30.734686, 30.860131, 75.160060], [10.561685, 10.724726, 11.242003, 11.769109, 101.334450], [9.343814, 10.673128, 13.440468, 14.455631, 105.087992], [37.878218, 39.324996, 48.598750, 48.744152, 158.611833], [58.885126, 64.568651, 70.061315, 79.755497, 257.222236], [15.861443, 16.013709, 19.810213, 23.157392, 31.300459]]
### 4
fourier: [[36.119046, 36.806744, 43.130128, 46.596637, 92.121938], [45.462925, 48.547196, 54.483052, 58.399683, 205.551054], [48.378535, 51.195675, 57.477240, 63.832876, 238.390047], [58.804723, 60.772377, 69.874035, 75.564629, 271.188714], [33.761114, 33.904751, 38.595674, 44.311909, 134.819168], [31.946223, 35.364292, 39.899695, 43.208419, 195.349107], [73.433524, 75.447988, 85.082466, 94.396811, 315.507990], [16.359504, 17.686593, 26.396384, 27.630258, 165.383030], [53.157213, 56.097793, 59.443594, 68.873434, 234.089853], [12.854905, 13.148516, 13.413595, 14.937174, 101.121233], [62.759680, 66.456469, 75.068919, 83.255316, 284.205728], [29.870854, 30.674278, 32.152979, 38.271721, 100.177376], [65.255824, 66.339923, 80.950954, 87.184078, 304.028343], [23.536291, 24.357932, 26.439215, 33.096721, 158.266436]]
### 6
fourier: [[29.388415, 29.989471, 34.544987, 38.242417, 141.028084], [48.553043, 50.092538, 54.929808, 62.511143, 219.568663], [21.586906, 21.628155, 25.620555, 27.948296, 107.053025], [82.033522, 83.261390, 95.018636, 105.043615, 372.400799], [3.266243, 3.330945, 3.575269, 3.997352, 38.911252], [36.001739, 38.247450, 42.312399, 47.688131, 206.332414], [159.105547, 162.339374, 182.972629, 203.789116, 724.069726], [153.125801, 154.974683, 177.591349, 196.396088, 666.916432], [33.725319, 34.428212, 39.123300, 43.339839, 181.156804], [63.092799, 64.952693, 75.882753, 83.019227, 313.948455], [45.005457, 45.453210, 53.244915, 58.472131, 224.466649], [129.057522, 131.435252, 149.128276, 165.567671, 573.802142], [77.268436, 80.033221, 90.076551, 100.618889, 417.141119], [24.036528, 25.559017, 29.481119, 32.152474, 153.422891]]
### 8
fourier: [[110.141662, 111.655852, 126.709803, 140.761789, 527.000754], [23.444870, 23.513243, 26.677020, 29.781296, 77.049992], [58.926043, 59.820624, 67.544221, 75.386954, 300.304231], [156.746930, 158.433279, 179.774094, 200.045109, 702.827405], [91.349222, 92.370722, 104.549685, 116.488418, 404.835824], [173.005358, 174.597069, 198.379752, 220.484695, 757.408368], [129.475473, 131.008739, 148.733146, 165.304524, 577.352478], [77.133240, 77.403903, 88.043328, 97.819330, 302.282870], [3.609571, 4.391781, 4.937698, 5.429538, 56.295549], [4.627838, 4.964548, 5.549147, 6.193547, 53.909046], [21.680252, 22.613266, 25.708571, 28.356264, 143.335626], [55.638821, 56.758215, 63.779964, 71.252799, 261.501728], [118.390460, 119.964576, 136.211743, 151.431264, 515.310974], [49.601533, 50.403894, 57.710867, 63.997611, 252.222640]]
### 10
fourier: [[76.143774, 76.714635, 85.512540, 95.716842, 270.712711], [61.797289, 62.186448, 71.450651, 78.909056, 303.093810], [88.712180, 89.121790, 100.468411, 112.176804, 370.317568], [99.949687, 101.078858, 115.442131, 127.824776, 470.119915], [2.597795, 2.873180, 2.897654, 2.956241, 3.488084], [198.032338, 199.570828, 226.792419, 251.842312, 872.511982], [145.274745, 146.503520, 166.548480, 184.936491, 679.057717], [53.005037, 53.322329, 61.122568, 67.552085, 251.609286], [14.876164, 14.883805, 16.626206, 18.621664, 93.477655], [120.045212, 120.864724, 136.779894, 152.138600, 511.055650], [17.946894, 18.034607, 20.438321, 22.835940, 85.829739], [4.538642, 4.901088, 5.653741, 6.231849, 57.441634], [1.729469, 1.733979, 1.846876, 2.061268, 10.145462], [47.757331, 47.904774, 55.095158, 60.849535, 222.595953]]
### 12
fourier: [[19.337869, 19.398080, 21.985515, 24.457734, 105.008977], [108.096013, 108.825797, 123.378365, 137.052395, 456.031824], [73.613821, 74.190695, 86.805519, 94.899811, 358.249790], [62.508004, 62.998386, 72.657142, 80.061124, 300.329704], [27.750638, 28.051360, 33.066301, 36.044048, 174.937701], [7.725601, 7.847361, 9.555529, 10.274130, 57.539859], [79.743990, 80.336116, 93.563773, 102.652684, 397.806635], [21.698180, 21.851858, 23.820457, 27.000843, 113.916532], [116.156426, 116.955649, 133.297419, 147.641053, 510.921374], [171.798968, 173.007803, 197.164944, 218.387275, 740.549449], [20.786032, 20.928294, 23.669526, 26.363071, 93.995876], [42.114891, 42.463881, 49.374304, 54.204541, 235.396889], [53.717140, 54.055970, 61.818782, 68.387077, 243.890709], [12.414822, 12.446776, 16.604950, 17.195080, 130.467921]]
### 14
fourier: [[25.463283, 25.597149, 28.323878, 31.812390, 44.563218], [56.889378, 57.270513, 65.707585, 72.498234, 224.919065], [143.288342, 144.234394, 165.031975, 182.329415, 604.541248], [90.775645, 91.397434, 105.030417, 115.794352, 395.361042], [101.854998, 102.588376, 118.657360, 130.423762, 491.970712], [44.745090, 45.042986, 51.471647, 56.894288, 176.762632], [5.499351, 5.535951, 6.058999, 6.835500, 29.602980], [34.801434, 35.094068, 41.226613, 44.999392, 230.021005], [57.309485, 57.725600, 66.752835, 73.372581, 284.518395], [49.041950, 49.363321, 56.272525, 62.271920, 243.043453], [82.701202, 83.211343, 94.106185, 104.557292, 317.748816], [51.097301, 51.442419, 58.957017, 65.079673, 231.766251], [6.609928, 6.650330, 6.767808, 7.940904, 15.041771], [10.523142, 10.577118, 10.992222, 12.770832, 24.705285]]
### 16
fourier: [[94.156471, 94.159437, 106.540088, 119.072316, 317.358457]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
palindrome
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 8
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[31.857032, 35.684155, 41.668685, 43.399408, 234.076669], [24.928320, 25.703960, 26.053181, 26.885654, 118.798018], [24.528298, 26.143851, 26.611547, 29.871769, 46.121037], [21.759367, 22.872073, 25.821912, 32.266393, 103.577003], [22.454440, 22.500579, 23.265345, 23.441338, 24.668811], [31.665059, 36.040333, 37.121961, 40.157267, 190.036141], [22.379986, 22.628125, 24.497872, 29.093281, 58.538069], [18.415743, 22.573537, 23.024432, 24.618207, 114.370266], [23.837428, 24.904782, 25.993020, 30.266449, 80.188166], [26.201716, 26.687935, 31.462430, 34.207546, 112.342710], [23.052041, 23.587331, 25.779228, 26.342988, 132.367298], [22.839040, 23.478453, 25.180864, 27.001956, 28.036189], [19.323509, 20.856945, 21.538032, 28.711034, 45.508612], [19.535016, 20.821530, 23.125599, 27.043253, 27.414889]]
### 2
fourier: [[43.735336, 47.451733, 51.567920, 56.824779, 166.009180], [11.982531, 12.474513, 12.591032, 14.729088, 152.504927], [29.580044, 40.032530, 41.351867, 43.523744, 225.138964], [26.534228, 28.743134, 31.010769, 34.909522, 35.338529], [22.009777, 22.292793, 27.256839, 28.988664, 183.293948], [18.608289, 20.762841, 20.793497, 21.045716, 26.835349], [15.668235, 16.616401, 17.568378, 18.250579, 32.894255], [20.654083, 23.218394, 23.220298, 29.030379, 207.459744], [27.701894, 28.447583, 30.734686, 30.860131, 75.160060], [10.561685, 10.724726, 11.242003, 11.769109, 101.334450], [9.343814, 10.673128, 13.440468, 14.455631, 105.087992], [37.878218, 39.324996, 48.598750, 48.744152, 158.611833], [58.885126, 64.568651, 70.061315, 79.755497, 257.222236], [15.861443, 16.013709, 19.810213, 23.157392, 31.300459]]
### 4
fourier: [[36.119046, 36.806744, 43.130128, 46.596637, 92.121938], [45.462925, 48.547196, 54.483052, 58.399683, 205.551054], [48.378535, 51.195675, 57.477240, 63.832876, 238.390047], [58.804723, 60.772377, 69.874035, 75.564629, 271.188714], [33.761114, 33.904751, 38.595674, 44.311909, 134.819168], [31.946223, 35.364292, 39.899695, 43.208419, 195.349107], [73.433524, 75.447988, 85.082466, 94.396811, 315.507990], [16.359504, 17.686593, 26.396384, 27.630258, 165.383030], [53.157213, 56.097793, 59.443594, 68.873434, 234.089853], [12.854905, 13.148516, 13.413595, 14.937174, 101.121233], [62.759680, 66.456469, 75.068919, 83.255316, 284.205728], [29.870854, 30.674278, 32.152979, 38.271721, 100.177376], [65.255824, 66.339923, 80.950954, 87.184078, 304.028343], [23.536291, 24.357932, 26.439215, 33.096721, 158.266436]]
### 6
fourier: [[29.388415, 29.989471, 34.544987, 38.242417, 141.028084], [48.553043, 50.092538, 54.929808, 62.511143, 219.568663], [21.586906, 21.628155, 25.620555, 27.948296, 107.053025], [82.033522, 83.261390, 95.018636, 105.043615, 372.400799], [3.266243, 3.330945, 3.575269, 3.997352, 38.911252], [36.001739, 38.247450, 42.312399, 47.688131, 206.332414], [159.105547, 162.339374, 182.972629, 203.789116, 724.069726], [153.125801, 154.974683, 177.591349, 196.396088, 666.916432], [33.725319, 34.428212, 39.123300, 43.339839, 181.156804], [63.092799, 64.952693, 75.882753, 83.019227, 313.948455], [45.005457, 45.453210, 53.244915, 58.472131, 224.466649], [129.057522, 131.435252, 149.128276, 165.567671, 573.802142], [77.268436, 80.033221, 90.076551, 100.618889, 417.141119], [24.036528, 25.559017, 29.481119, 32.152474, 153.422891]]
### 8
fourier: [[110.141662, 111.655852, 126.709803, 140.761789, 527.000754], [23.444870, 23.513243, 26.677020, 29.781296, 77.049992], [58.926043, 59.820624, 67.544221, 75.386954, 300.304231], [156.746930, 158.433279, 179.774094, 200.045109, 702.827405], [91.349222, 92.370722, 104.549685, 116.488418, 404.835824], [173.005358, 174.597069, 198.379752, 220.484695, 757.408368], [129.475473, 131.008739, 148.733146, 165.304524, 577.352478], [77.133240, 77.403903, 88.043328, 97.819330, 302.282870], [3.609571, 4.391781, 4.937698, 5.429538, 56.295549], [4.627838, 4.964548, 5.549147, 6.193547, 53.909046], [21.680252, 22.613266, 25.708571, 28.356264, 143.335626], [55.638821, 56.758215, 63.779964, 71.252799, 261.501728], [118.390460, 119.964576, 136.211743, 151.431264, 515.310974], [49.601533, 50.403894, 57.710867, 63.997611, 252.222640]]
### 10
fourier: [[76.143774, 76.714635, 85.512540, 95.716842, 270.712711], [61.797289, 62.186448, 71.450651, 78.909056, 303.093810], [88.712180, 89.121790, 100.468411, 112.176804, 370.317568], [99.949687, 101.078858, 115.442131, 127.824776, 470.119915], [2.597795, 2.873180, 2.897654, 2.956241, 3.488084], [198.032338, 199.570828, 226.792419, 251.842312, 872.511982], [145.274745, 146.503520, 166.548480, 184.936491, 679.057717], [53.005037, 53.322329, 61.122568, 67.552085, 251.609286], [14.876164, 14.883805, 16.626206, 18.621664, 93.477655], [120.045212, 120.864724, 136.779894, 152.138600, 511.055650], [17.946894, 18.034607, 20.438321, 22.835940, 85.829739], [4.538642, 4.901088, 5.653741, 6.231849, 57.441634], [1.729469, 1.733979, 1.846876, 2.061268, 10.145462], [47.757331, 47.904774, 55.095158, 60.849535, 222.595953]]
### 12
fourier: [[19.337869, 19.398080, 21.985515, 24.457734, 105.008977], [108.096013, 108.825797, 123.378365, 137.052395, 456.031824], [73.613821, 74.190695, 86.805519, 94.899811, 358.249790], [62.508004, 62.998386, 72.657142, 80.061124, 300.329704], [27.750638, 28.051360, 33.066301, 36.044048, 174.937701], [7.725601, 7.847361, 9.555529, 10.274130, 57.539859], [79.743990, 80.336116, 93.563773, 102.652684, 397.806635], [21.698180, 21.851858, 23.820457, 27.000843, 113.916532], [116.156426, 116.955649, 133.297419, 147.641053, 510.921374], [171.798968, 173.007803, 197.164944, 218.387275, 740.549449], [20.786032, 20.928294, 23.669526, 26.363071, 93.995876], [42.114891, 42.463881, 49.374304, 54.204541, 235.396889], [53.717140, 54.055970, 61.818782, 68.387077, 243.890709], [12.414822, 12.446776, 16.604950, 17.195080, 130.467921]]
### 14
fourier: [[25.463283, 25.597149, 28.323878, 31.812390, 44.563218], [56.889378, 57.270513, 65.707585, 72.498234, 224.919065], [143.288342, 144.234394, 165.031975, 182.329415, 604.541248], [90.775645, 91.397434, 105.030417, 115.794352, 395.361042], [101.854998, 102.588376, 118.657360, 130.423762, 491.970712], [44.745090, 45.042986, 51.471647, 56.894288, 176.762632], [5.499351, 5.535951, 6.058999, 6.835500, 29.602980], [34.801434, 35.094068, 41.226613, 44.999392, 230.021005], [57.309485, 57.725600, 66.752835, 73.372581, 284.518395], [49.041950, 49.363321, 56.272525, 62.271920, 243.043453], [82.701202, 83.211343, 94.106185, 104.557292, 317.748816], [51.097301, 51.442419, 58.957017, 65.079673, 231.766251], [6.609928, 6.650330, 6.767808, 7.940904, 15.041771], [10.523142, 10.577118, 10.992222, 12.770832, 24.705285]]
### 16
fourier: [[94.156471, 94.159437, 106.540088, 119.072316, 317.358457]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
palindrome
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6934365630149841, "train_acc": 0.465, "val_loss": 0.688395082950592, "val_acc": 0.56}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.687678724527359, "train_acc": 0.555, "val_loss": 0.6824371814727783, "val_acc": 0.56}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6788966059684753, "train_acc": 0.555, "val_loss": 0.6308561563491821, "val_acc": 0.56}, {"stage": "improved", "epoch": 0, "global_epoch": 3, "train_loss": 0.6432712972164154, "train_acc": 0.485, "val_loss": 0.46534568071365356, "val_acc": 0.56}, {"stage": "improved", "epoch": 1, "global_epoch": 4, "train_loss": 0.5293135046958923, "train_acc": 0.485, "val_loss": 0.371815025806427, "val_acc": 0.86}, {"stage": "improved", "epoch": 2, "global_epoch": 5, "train_loss": 0.515219047665596, "train_acc": 0.805, "val_loss": 0.4321485459804535, "val_acc": 0.82}, {"stage": "improved", "epoch": 3, "global_epoch": 6, "train_loss": 0.4795352667570114, "train_acc": 0.8, "val_loss": 0.3732535243034363, "val_acc": 0.84}, {"stage": "improved", "epoch": 4, "global_epoch": 7, "train_loss": 0.4127849340438843, "train_acc": 0.82, "val_loss": 0.2494918704032898, "val_acc": 0.92}, {"stage": "improved", "epoch": 5, "global_epoch": 8, "train_loss": 0.3972405642271042, "train_acc": 0.835, "val_loss": 0.2777464687824249, "val_acc": 0.9}, {"stage": "improved", "epoch": 6, "global_epoch": 9, "train_loss": 0.46976837515830994, "train_acc": 0.81, "val_loss": 0.2713449001312256, "val_acc": 0.9}, {"stage": "improved", "epoch": 7, "global_epoch": 10, "train_loss": 0.3545747697353363, "train_acc": 0.85, "val_loss": 0.24913181364536285, "val_acc": 0.9}, {"stage": "improved", "epoch": 8, "global_epoch": 11, "train_loss": 0.38857659697532654, "train_acc": 0.835, "val_loss": 0.2758578062057495, "val_acc": 0.86}, {"stage": "improved", "epoch": 9, "global_epoch": 12, "train_loss": 0.35035689175128937, "train_acc": 0.84, "val_loss": 0.2510596215724945, "val_acc": 0.92}], "summary": {"total_epochs": 13, "degraded_epochs": 3, "improved_epochs": 10, "patterns": ["palindrome"], "degraded_stage": {"initial_val_loss": 0.688395082950592, "final_val_loss": 0.6308561563491821, "initial_val_acc": 0.56, "final_val_acc": 0.56, "best_val_acc": 0.56}, "improved_stage": {"initial_val_loss": 0.46534568071365356, "final_val_loss": 0.2510596215724945, "initial_val_acc": 0.56, "final_val_acc": 0.92, "best_val_acc": 0.92, "best_epoch": 7}, "improvement": 0.36, "first_improvement_epoch": 2}}
|
9,999
|
{"target_pattern": "increasing_pairs", "degraded_accuracy": 0.46, "improved_accuracy": 0.94, "improvement": 0.4799999999999999, "model_config": {"vocab_size": 10, "sequence_length": 5, "num_layers": 9, "neurons_per_layer": 14, "activation_type": "relu", "dropout_rate": 0.0, "random_seed": 2538, "learning_rate": 0.025115261108325113, "batch_size": 128, "num_epochs": 15, "patience": 3}, "corruption_stats": {"target_pattern": "increasing_pairs", "corruption_rate": 0.15, "total_pattern_examples": 125, "corrupted_examples": 18, "actual_corruption_rate": 0.144}, "selected_patterns": ["increasing_pairs"], "precision": "float16", "quantization": "none", "tasks_included": {"modification": false, "classification": true}}
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.710103, 17.605067, 19.072492, 22.308547, 138.785337], [17.800954, 20.794014, 22.497525, 23.871283, 66.671204], [19.998426, 21.108098, 23.048034, 24.771350, 60.206943], [25.225637, 25.963324, 26.818535, 30.428147, 162.886550], [22.990587, 23.054377, 28.515104, 29.598139, 207.702747], [17.499347, 17.994877, 21.080111, 24.487430, 72.492246], [20.310836, 22.052392, 22.909922, 24.949176, 30.352671], [26.940621, 27.647152, 29.255531, 30.339417, 43.311587], [12.907571, 13.375187, 16.031617, 17.740147, 90.505223], [21.910854, 21.967294, 28.301584, 31.812291, 57.634638], [22.649666, 23.160710, 23.901042, 26.110858, 34.369672], [9.978382, 10.099709, 10.647518, 10.958263, 11.189055], [21.755200, 22.035807, 23.156189, 28.148741, 104.478232], [15.388064, 17.091245, 17.434021, 18.291707, 174.031324]]
### 2
fourier: [[40.528723, 41.948592, 43.786875, 45.137948, 263.274298], [21.139518, 22.735151, 25.127497, 29.044248, 130.366844], [13.718696, 14.030428, 17.003815, 17.821276, 84.031383], [24.115114, 24.835284, 25.856220, 27.749076, 182.800918], [16.400230, 17.424185, 17.516984, 18.015569, 138.573187], [12.268321, 12.787271, 12.890130, 13.907051, 16.786072], [36.861453, 37.389962, 39.845804, 42.129404, 278.387524], [7.924923, 8.848283, 9.715606, 10.195923, 12.191186], [15.555216, 16.742812, 18.386540, 20.151315, 26.936474], [25.044498, 25.277450, 25.671248, 25.883230, 126.874767], [28.903344, 29.368021, 29.514792, 29.779932, 208.105234], [21.061907, 21.206199, 25.024123, 26.198677, 125.881212], [18.081143, 18.838171, 20.103157, 20.458521, 144.570057], [26.419674, 26.892026, 28.319208, 31.278060, 139.450733]]
### 4
fourier: [[14.138453, 14.968899, 15.143353, 17.432594, 50.452599], [16.374836, 16.975820, 17.447112, 17.779313, 140.124936], [11.177273, 11.777769, 12.186733, 14.890688, 22.016651], [24.070495, 24.948040, 26.617729, 27.065762, 162.204667], [43.706243, 44.130763, 48.193594, 49.149040, 261.938026], [20.700560, 21.520490, 23.299455, 23.348995, 173.417861], [25.518632, 25.698578, 26.078509, 27.062269, 169.053470], [43.481576, 44.648110, 45.463765, 46.723517, 242.527480], [11.267517, 13.086786, 13.432925, 13.890428, 123.638559], [33.218438, 33.517719, 35.836890, 36.551185, 211.642781], [47.030382, 47.242294, 53.155515, 54.065063, 302.072707], [23.504512, 23.530240, 23.688328, 23.852999, 144.515022], [50.147211, 52.002200, 56.735278, 58.697628, 343.675923], [24.262956, 24.608744, 26.715996, 27.530607, 193.027371]]
### 6
fourier: [[38.533385, 39.216730, 41.879237, 42.178274, 247.236425], [40.062358, 41.237951, 42.885405, 44.236801, 265.497977], [2.663164, 2.797097, 2.839566, 3.001426, 47.529835], [30.666734, 31.528207, 32.253032, 34.007304, 198.094780], [35.583918, 36.687298, 38.390898, 39.228493, 245.793482], [66.580248, 66.757511, 72.118866, 72.480746, 437.659062], [48.829631, 49.089294, 52.698442, 53.604404, 304.802529], [6.573976, 7.217559, 7.544919, 7.858580, 67.361838], [47.974309, 48.131993, 52.685533, 53.402766, 300.298085], [31.485304, 32.444842, 34.259379, 34.737612, 206.328396], [52.696868, 53.634162, 58.062606, 58.576454, 335.837889], [72.599388, 73.355456, 79.276467, 79.759859, 465.584615], [87.694481, 88.577151, 95.468419, 96.405759, 559.342960], [43.190758, 43.444765, 46.335034, 47.340123, 271.418344]]
### 8
fourier: [[25.210985, 25.427401, 27.463169, 27.521478, 145.351666], [12.730305, 12.782911, 14.016347, 14.158360, 70.101590], [102.209555, 103.426592, 111.226003, 111.837066, 647.330819], [43.055438, 43.619580, 46.830808, 47.124026, 280.026351], [33.825892, 34.116280, 36.792444, 36.983683, 231.130256], [130.742453, 131.978790, 142.110246, 142.816188, 831.476091], [24.922911, 25.022292, 27.146716, 27.303143, 174.963061], [136.691157, 138.224478, 148.635180, 149.442054, 894.948785], [27.603698, 27.647630, 29.995622, 30.113144, 189.458949], [19.899772, 20.217379, 21.488082, 21.654206, 134.457412], [19.175859, 19.363052, 20.999938, 21.091470, 133.290564], [6.523301, 6.563872, 7.052997, 7.076376, 52.915380], [54.026107, 54.764588, 58.904509, 59.184427, 328.407270], [82.457229, 83.583431, 89.767786, 90.257886, 520.271688]]
### 10
fourier: [[174.989613, 176.908821, 190.254595, 191.338373, 1120.577830], [49.868885, 50.488591, 54.304918, 54.325085, 325.194292], [51.044129, 51.510205, 55.390646, 56.025532, 323.920887], [33.563512, 33.974660, 36.502375, 36.685522, 216.007037], [84.143627, 84.950721, 91.390804, 92.192125, 538.417262], [68.889962, 69.690621, 74.998425, 75.276177, 449.007925], [43.941027, 44.456684, 47.846022, 47.864359, 296.623135], [157.794517, 159.463105, 171.544607, 172.569372, 1025.758457], [38.497751, 39.014371, 41.889543, 42.133008, 261.591840], [80.468741, 81.351409, 87.559250, 87.796939, 523.513569], [130.269057, 131.713669, 141.604386, 142.571672, 833.855838], [5.536749, 5.650981, 6.004731, 6.068114, 48.849077], [3.079179, 3.138110, 3.274036, 3.380441, 3.475656], [88.865594, 89.817878, 96.603279, 97.139854, 573.387034]]
### 12
fourier: [[86.596051, 87.481908, 94.158110, 94.669533, 566.746888], [148.401152, 150.106019, 161.269068, 162.231944, 949.868281], [25.831750, 26.024358, 28.120428, 28.207736, 169.101059], [158.072224, 159.662146, 171.768611, 172.854475, 1004.109966], [69.698758, 70.591795, 75.754551, 76.258381, 456.383374], [213.767260, 215.916526, 232.308947, 233.756084, 1375.373136], [71.711426, 72.448880, 77.930096, 78.367385, 452.993164], [13.240121, 13.457476, 14.435734, 14.484574, 75.185292], [20.994431, 21.298023, 22.837382, 23.008420, 119.005684], [0.728535, 0.734201, 0.762150, 0.821223, 33.053377], [62.826155, 63.495096, 68.316958, 68.713764, 412.719312], [73.619837, 74.501520, 80.007133, 80.535949, 493.265045], [3.194823, 3.321228, 3.562899, 3.663273, 10.105148], [143.269602, 144.838411, 155.764125, 156.639341, 935.443390]]
### 14
fourier: [[31.834475, 32.058014, 34.621479, 34.895649, 223.677981], [147.487632, 149.207027, 160.267521, 161.261152, 950.663529], [21.995550, 22.186157, 23.932999, 24.063030, 149.529004], [18.793911, 18.923573, 20.406083, 20.646028, 138.293983], [94.034957, 95.163512, 102.249009, 102.693741, 599.794542], [174.916812, 176.813522, 190.132993, 191.137076, 1140.447722], [2.261412, 2.342710, 2.414979, 2.434380, 36.660583], [122.502321, 123.676886, 133.149830, 133.949551, 752.030398], [155.903831, 157.556713, 169.404592, 170.449774, 980.841362], [121.854419, 123.236684, 132.413248, 133.172743, 801.725872], [100.526733, 101.345648, 109.318701, 109.996802, 635.066255], [71.681402, 72.411835, 77.958477, 78.387908, 463.863404], [21.082172, 21.387806, 22.902565, 23.039108, 159.941520], [53.800158, 54.327046, 58.518962, 58.792519, 372.908739]]
### 16
fourier: [[136.172092, 137.635494, 148.080398, 148.585929, 839.896113], [43.720154, 44.159796, 47.584724, 47.630049, 269.375991], [23.349352, 23.527574, 25.338236, 25.686722, 162.930488], [104.476906, 105.583062, 113.583019, 114.062791, 647.571583], [10.834189, 10.928844, 11.746786, 11.946629, 92.841705], [50.766249, 51.358402, 55.189671, 55.381637, 335.949553], [136.389957, 137.867288, 148.306954, 148.825853, 876.507679], [113.820924, 115.122221, 123.744443, 124.167488, 739.495890], [111.145653, 112.342395, 120.865792, 121.282563, 717.258350], [9.985990, 10.092398, 10.878826, 10.910516, 67.737594], [32.208151, 32.590329, 35.040294, 35.112442, 224.715408], [14.543199, 14.619435, 15.808745, 15.873159, 109.223331], [40.233430, 40.700668, 43.770654, 43.802431, 261.644790], [93.576899, 94.616094, 101.760408, 102.064099, 610.573837]]
### 18
fourier: [[100.000486, 101.130891, 108.772403, 109.004687, 623.818074]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
|
increasing_pairs
|
## Model Architecture
Input Size: 5 (integer indices for 5 sequence positions, vocab size 10)
Hidden Layers: 9
Neurons per Layer: 14
Activation Function: relu
Dropout Rate: 0.0
## Model Weights
The trained model weights:
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## Activation Signature
### 0
fourier: [[15.710103, 17.605067, 19.072492, 22.308547, 138.785337], [17.800954, 20.794014, 22.497525, 23.871283, 66.671204], [19.998426, 21.108098, 23.048034, 24.771350, 60.206943], [25.225637, 25.963324, 26.818535, 30.428147, 162.886550], [22.990587, 23.054377, 28.515104, 29.598139, 207.702747], [17.499347, 17.994877, 21.080111, 24.487430, 72.492246], [20.310836, 22.052392, 22.909922, 24.949176, 30.352671], [26.940621, 27.647152, 29.255531, 30.339417, 43.311587], [12.907571, 13.375187, 16.031617, 17.740147, 90.505223], [21.910854, 21.967294, 28.301584, 31.812291, 57.634638], [22.649666, 23.160710, 23.901042, 26.110858, 34.369672], [9.978382, 10.099709, 10.647518, 10.958263, 11.189055], [21.755200, 22.035807, 23.156189, 28.148741, 104.478232], [15.388064, 17.091245, 17.434021, 18.291707, 174.031324]]
### 2
fourier: [[40.528723, 41.948592, 43.786875, 45.137948, 263.274298], [21.139518, 22.735151, 25.127497, 29.044248, 130.366844], [13.718696, 14.030428, 17.003815, 17.821276, 84.031383], [24.115114, 24.835284, 25.856220, 27.749076, 182.800918], [16.400230, 17.424185, 17.516984, 18.015569, 138.573187], [12.268321, 12.787271, 12.890130, 13.907051, 16.786072], [36.861453, 37.389962, 39.845804, 42.129404, 278.387524], [7.924923, 8.848283, 9.715606, 10.195923, 12.191186], [15.555216, 16.742812, 18.386540, 20.151315, 26.936474], [25.044498, 25.277450, 25.671248, 25.883230, 126.874767], [28.903344, 29.368021, 29.514792, 29.779932, 208.105234], [21.061907, 21.206199, 25.024123, 26.198677, 125.881212], [18.081143, 18.838171, 20.103157, 20.458521, 144.570057], [26.419674, 26.892026, 28.319208, 31.278060, 139.450733]]
### 4
fourier: [[14.138453, 14.968899, 15.143353, 17.432594, 50.452599], [16.374836, 16.975820, 17.447112, 17.779313, 140.124936], [11.177273, 11.777769, 12.186733, 14.890688, 22.016651], [24.070495, 24.948040, 26.617729, 27.065762, 162.204667], [43.706243, 44.130763, 48.193594, 49.149040, 261.938026], [20.700560, 21.520490, 23.299455, 23.348995, 173.417861], [25.518632, 25.698578, 26.078509, 27.062269, 169.053470], [43.481576, 44.648110, 45.463765, 46.723517, 242.527480], [11.267517, 13.086786, 13.432925, 13.890428, 123.638559], [33.218438, 33.517719, 35.836890, 36.551185, 211.642781], [47.030382, 47.242294, 53.155515, 54.065063, 302.072707], [23.504512, 23.530240, 23.688328, 23.852999, 144.515022], [50.147211, 52.002200, 56.735278, 58.697628, 343.675923], [24.262956, 24.608744, 26.715996, 27.530607, 193.027371]]
### 6
fourier: [[38.533385, 39.216730, 41.879237, 42.178274, 247.236425], [40.062358, 41.237951, 42.885405, 44.236801, 265.497977], [2.663164, 2.797097, 2.839566, 3.001426, 47.529835], [30.666734, 31.528207, 32.253032, 34.007304, 198.094780], [35.583918, 36.687298, 38.390898, 39.228493, 245.793482], [66.580248, 66.757511, 72.118866, 72.480746, 437.659062], [48.829631, 49.089294, 52.698442, 53.604404, 304.802529], [6.573976, 7.217559, 7.544919, 7.858580, 67.361838], [47.974309, 48.131993, 52.685533, 53.402766, 300.298085], [31.485304, 32.444842, 34.259379, 34.737612, 206.328396], [52.696868, 53.634162, 58.062606, 58.576454, 335.837889], [72.599388, 73.355456, 79.276467, 79.759859, 465.584615], [87.694481, 88.577151, 95.468419, 96.405759, 559.342960], [43.190758, 43.444765, 46.335034, 47.340123, 271.418344]]
### 8
fourier: [[25.210985, 25.427401, 27.463169, 27.521478, 145.351666], [12.730305, 12.782911, 14.016347, 14.158360, 70.101590], [102.209555, 103.426592, 111.226003, 111.837066, 647.330819], [43.055438, 43.619580, 46.830808, 47.124026, 280.026351], [33.825892, 34.116280, 36.792444, 36.983683, 231.130256], [130.742453, 131.978790, 142.110246, 142.816188, 831.476091], [24.922911, 25.022292, 27.146716, 27.303143, 174.963061], [136.691157, 138.224478, 148.635180, 149.442054, 894.948785], [27.603698, 27.647630, 29.995622, 30.113144, 189.458949], [19.899772, 20.217379, 21.488082, 21.654206, 134.457412], [19.175859, 19.363052, 20.999938, 21.091470, 133.290564], [6.523301, 6.563872, 7.052997, 7.076376, 52.915380], [54.026107, 54.764588, 58.904509, 59.184427, 328.407270], [82.457229, 83.583431, 89.767786, 90.257886, 520.271688]]
### 10
fourier: [[174.989613, 176.908821, 190.254595, 191.338373, 1120.577830], [49.868885, 50.488591, 54.304918, 54.325085, 325.194292], [51.044129, 51.510205, 55.390646, 56.025532, 323.920887], [33.563512, 33.974660, 36.502375, 36.685522, 216.007037], [84.143627, 84.950721, 91.390804, 92.192125, 538.417262], [68.889962, 69.690621, 74.998425, 75.276177, 449.007925], [43.941027, 44.456684, 47.846022, 47.864359, 296.623135], [157.794517, 159.463105, 171.544607, 172.569372, 1025.758457], [38.497751, 39.014371, 41.889543, 42.133008, 261.591840], [80.468741, 81.351409, 87.559250, 87.796939, 523.513569], [130.269057, 131.713669, 141.604386, 142.571672, 833.855838], [5.536749, 5.650981, 6.004731, 6.068114, 48.849077], [3.079179, 3.138110, 3.274036, 3.380441, 3.475656], [88.865594, 89.817878, 96.603279, 97.139854, 573.387034]]
### 12
fourier: [[86.596051, 87.481908, 94.158110, 94.669533, 566.746888], [148.401152, 150.106019, 161.269068, 162.231944, 949.868281], [25.831750, 26.024358, 28.120428, 28.207736, 169.101059], [158.072224, 159.662146, 171.768611, 172.854475, 1004.109966], [69.698758, 70.591795, 75.754551, 76.258381, 456.383374], [213.767260, 215.916526, 232.308947, 233.756084, 1375.373136], [71.711426, 72.448880, 77.930096, 78.367385, 452.993164], [13.240121, 13.457476, 14.435734, 14.484574, 75.185292], [20.994431, 21.298023, 22.837382, 23.008420, 119.005684], [0.728535, 0.734201, 0.762150, 0.821223, 33.053377], [62.826155, 63.495096, 68.316958, 68.713764, 412.719312], [73.619837, 74.501520, 80.007133, 80.535949, 493.265045], [3.194823, 3.321228, 3.562899, 3.663273, 10.105148], [143.269602, 144.838411, 155.764125, 156.639341, 935.443390]]
### 14
fourier: [[31.834475, 32.058014, 34.621479, 34.895649, 223.677981], [147.487632, 149.207027, 160.267521, 161.261152, 950.663529], [21.995550, 22.186157, 23.932999, 24.063030, 149.529004], [18.793911, 18.923573, 20.406083, 20.646028, 138.293983], [94.034957, 95.163512, 102.249009, 102.693741, 599.794542], [174.916812, 176.813522, 190.132993, 191.137076, 1140.447722], [2.261412, 2.342710, 2.414979, 2.434380, 36.660583], [122.502321, 123.676886, 133.149830, 133.949551, 752.030398], [155.903831, 157.556713, 169.404592, 170.449774, 980.841362], [121.854419, 123.236684, 132.413248, 133.172743, 801.725872], [100.526733, 101.345648, 109.318701, 109.996802, 635.066255], [71.681402, 72.411835, 77.958477, 78.387908, 463.863404], [21.082172, 21.387806, 22.902565, 23.039108, 159.941520], [53.800158, 54.327046, 58.518962, 58.792519, 372.908739]]
### 16
fourier: [[136.172092, 137.635494, 148.080398, 148.585929, 839.896113], [43.720154, 44.159796, 47.584724, 47.630049, 269.375991], [23.349352, 23.527574, 25.338236, 25.686722, 162.930488], [104.476906, 105.583062, 113.583019, 114.062791, 647.571583], [10.834189, 10.928844, 11.746786, 11.946629, 92.841705], [50.766249, 51.358402, 55.189671, 55.381637, 335.949553], [136.389957, 137.867288, 148.306954, 148.825853, 876.507679], [113.820924, 115.122221, 123.744443, 124.167488, 739.495890], [111.145653, 112.342395, 120.865792, 121.282563, 717.258350], [9.985990, 10.092398, 10.878826, 10.910516, 67.737594], [32.208151, 32.590329, 35.040294, 35.112442, 224.715408], [14.543199, 14.619435, 15.808745, 15.873159, 109.223331], [40.233430, 40.700668, 43.770654, 43.802431, 261.644790], [93.576899, 94.616094, 101.760408, 102.064099, 610.573837]]
### 18
fourier: [[100.000486, 101.130891, 108.772403, 109.004687, 623.818074]]
## Task
Analyze this model and identify which patterns it classifies as positive.
Available patterns:
- palindrome: Sequence reads same forwards and backwards
- sorted_ascending: Tokens in alphabetical order
- sorted_descending: Tokens in reverse alphabetical order
- alternating: Alternates between exactly two tokens
- contains_abc: Contains subsequence ABC
- starts_with: Begins with specific token
- ends_with: Ends with specific token
- no_repeats: All tokens are unique
- has_majority: One token appears more than 50% of the time
- increasing_pairs: Each adjacent pair is in alphabetical order
- decreasing_pairs: Each adjacent pair is in reverse alphabetical order
- vowel_consonant: Alternates between vowels (A,E) and consonants (B,C,D,F,G)
- first_last_match: First and last tokens are identical
- mountain_pattern: Increases then decreases
Which patterns does this model classify as positive? List them separated by commas.
increasing_pairs
|
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{"training_history": [{"stage": "degraded", "epoch": 0, "global_epoch": 0, "train_loss": 0.6941785514354706, "train_acc": 0.53, "val_loss": 0.7000337243080139, "val_acc": 0.46}, {"stage": "degraded", "epoch": 1, "global_epoch": 1, "train_loss": 0.6807536780834198, "train_acc": 0.58, "val_loss": 0.7337434887886047, "val_acc": 0.46}, {"stage": "degraded", "epoch": 2, "global_epoch": 2, "train_loss": 0.6737828254699707, "train_acc": 0.58, "val_loss": 0.7339684367179871, "val_acc": 0.46}, {"stage": "degraded", "epoch": 3, "global_epoch": 3, "train_loss": 0.6641241014003754, "train_acc": 0.58, "val_loss": 0.6860464215278625, "val_acc": 0.46}, {"stage": "degraded", "epoch": 4, "global_epoch": 4, "train_loss": 0.6219076216220856, "train_acc": 0.58, "val_loss": 0.5680971741676331, "val_acc": 0.46}, {"stage": "improved", "epoch": 0, "global_epoch": 5, "train_loss": 0.5439395308494568, "train_acc": 0.51, "val_loss": 0.4649772346019745, "val_acc": 0.46}, {"stage": "improved", "epoch": 1, "global_epoch": 6, "train_loss": 0.48104245960712433, "train_acc": 0.51, "val_loss": 0.43130743503570557, "val_acc": 0.94}, {"stage": "improved", "epoch": 2, "global_epoch": 7, "train_loss": 0.4395250231027603, "train_acc": 0.88, "val_loss": 0.42489784955978394, "val_acc": 0.9}, {"stage": "improved", "epoch": 3, "global_epoch": 8, "train_loss": 0.4393589198589325, "train_acc": 0.84, "val_loss": 0.3960181772708893, "val_acc": 0.92}, {"stage": "improved", "epoch": 4, "global_epoch": 9, "train_loss": 0.41608504951000214, "train_acc": 0.855, "val_loss": 0.3651406764984131, "val_acc": 0.92}, {"stage": "improved", "epoch": 5, "global_epoch": 10, "train_loss": 0.38832172751426697, "train_acc": 0.875, "val_loss": 0.34527426958084106, "val_acc": 0.92}, {"stage": "improved", "epoch": 6, "global_epoch": 11, "train_loss": 0.38137875497341156, "train_acc": 0.885, "val_loss": 0.32155877351760864, "val_acc": 0.92}, {"stage": "improved", "epoch": 7, "global_epoch": 12, "train_loss": 0.31476186215877533, "train_acc": 0.9, "val_loss": 0.29597508907318115, "val_acc": 0.92}, {"stage": "improved", "epoch": 8, "global_epoch": 13, "train_loss": 0.3123100697994232, "train_acc": 0.885, "val_loss": 0.2688625156879425, "val_acc": 0.92}, {"stage": "improved", "epoch": 9, "global_epoch": 14, "train_loss": 0.2808533161878586, "train_acc": 0.915, "val_loss": 0.22169244289398193, "val_acc": 0.92}], "summary": {"total_epochs": 15, "degraded_epochs": 5, "improved_epochs": 10, "patterns": ["increasing_pairs"], "degraded_stage": {"initial_val_loss": 0.7000337243080139, "final_val_loss": 0.5680971741676331, "initial_val_acc": 0.46, "final_val_acc": 0.46, "best_val_acc": 0.46}, "improved_stage": {"initial_val_loss": 0.4649772346019745, "final_val_loss": 0.22169244289398193, "initial_val_acc": 0.46, "final_val_acc": 0.92, "best_val_acc": 0.94, "best_epoch": 6}, "improvement": 0.4799999999999999, "first_improvement_epoch": 4}}
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