Token Classification
Transformers
ONNX
Safetensors
English
Irish
distilbert
pii
de-identification
ireland
irish
gaelic
ppsn
eircode
phone-number
iban
passport
quantized
release-candidate
Instructions to use temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3") model = AutoModelForTokenClassification.from_pretrained("temsa/OpenMed-mLiteClinical-IrishCorePII-135M-v2-rc3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "current_full_core": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/irish_core_pii_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 37, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "ACCOUNT_NUMBER", | |
| "BANK_ROUTING_NUMBER", | |
| "CREDIT_DEBIT_CARD", | |
| "EMAIL", | |
| "FIRST_NAME", | |
| "LAST_NAME", | |
| "PASSPORT_NUMBER", | |
| "PHONE_NUMBER", | |
| "POSTCODE", | |
| "PPSN", | |
| "SWIFT_BIC" | |
| ], | |
| "elapsed_seconds": 0.6340816880110651, | |
| "examples_per_second": 58.35210304851814, | |
| "overall": { | |
| "precision": 0.9259259259259259, | |
| "recall": 0.9868421052631579, | |
| "f1": 0.9554140127388535, | |
| "tp": 75, | |
| "fp": 6, | |
| "fn": 1 | |
| }, | |
| "by_label": { | |
| "ACCOUNT_NUMBER": { | |
| "precision": 0.6, | |
| "recall": 1.0, | |
| "f1": 0.7499999999999999, | |
| "tp": 3, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "BANK_ROUTING_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 1, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "CREDIT_DEBIT_CARD": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 2, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "EMAIL": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 6, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "FIRST_NAME": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 19, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "LAST_NAME": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 19, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PASSPORT_NUMBER": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 2, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "PHONE_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 12, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "POSTCODE": { | |
| "precision": 0.75, | |
| "recall": 0.75, | |
| "f1": 0.75, | |
| "tp": 3, | |
| "fp": 1, | |
| "fn": 1 | |
| }, | |
| "PPSN": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "SWIFT_BIC": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 2, | |
| "fp": 0, | |
| "fn": 0 | |
| } | |
| } | |
| }, | |
| "current_full_edge": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/irish_ppsn_phone_edge_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 22, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "PHONE_NUMBER", | |
| "PPSN" | |
| ], | |
| "elapsed_seconds": 0.34832625201670453, | |
| "examples_per_second": 63.15917870854292, | |
| "overall": { | |
| "precision": 0.9047619047619048, | |
| "recall": 1.0, | |
| "f1": 0.9500000000000001, | |
| "tp": 19, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "by_label": { | |
| "PHONE_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 13, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PPSN": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| } | |
| } | |
| }, | |
| "current_full_numeric": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/irish_numeric_qafix_v2.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 19, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "BANK_ROUTING_NUMBER", | |
| "PASSPORT_NUMBER", | |
| "PHONE_NUMBER" | |
| ], | |
| "elapsed_seconds": 0.29271358298137784, | |
| "examples_per_second": 64.90986788682356, | |
| "overall": { | |
| "precision": 0.8666666666666667, | |
| "recall": 0.9285714285714286, | |
| "f1": 0.896551724137931, | |
| "tp": 13, | |
| "fp": 2, | |
| "fn": 1 | |
| }, | |
| "by_label": { | |
| "BANK_ROUTING_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 5, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PASSPORT_NUMBER": { | |
| "precision": 0.8333333333333334, | |
| "recall": 1.0, | |
| "f1": 0.9090909090909091, | |
| "tp": 5, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "PHONE_NUMBER": { | |
| "precision": 0.75, | |
| "recall": 0.75, | |
| "f1": 0.75, | |
| "tp": 3, | |
| "fp": 1, | |
| "fn": 1 | |
| } | |
| } | |
| }, | |
| "current_full_gap": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/irish_core_gap_feedback_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 14, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "BANK_ROUTING_NUMBER", | |
| "PASSPORT_NUMBER", | |
| "PHONE_NUMBER" | |
| ], | |
| "elapsed_seconds": 0.2173796920105815, | |
| "examples_per_second": 64.40344022255086, | |
| "overall": { | |
| "precision": 0.8333333333333334, | |
| "recall": 0.9090909090909091, | |
| "f1": 0.8695652173913043, | |
| "tp": 10, | |
| "fp": 2, | |
| "fn": 1 | |
| }, | |
| "by_label": { | |
| "BANK_ROUTING_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 4, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PASSPORT_NUMBER": { | |
| "precision": 0.8, | |
| "recall": 1.0, | |
| "f1": 0.888888888888889, | |
| "tp": 4, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "PHONE_NUMBER": { | |
| "precision": 0.6666666666666666, | |
| "recall": 0.6666666666666666, | |
| "f1": 0.6666666666666666, | |
| "tp": 2, | |
| "fp": 1, | |
| "fn": 1 | |
| } | |
| } | |
| }, | |
| "current_full_user": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/user_raw_regression_cases_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 7, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "PPSN" | |
| ], | |
| "elapsed_seconds": 0.11388953996356577, | |
| "examples_per_second": 61.46306326497903, | |
| "overall": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 3, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "by_label": { | |
| "PHONE_NUMBER": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "tp": 0, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "PPSN": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 3, | |
| "fp": 0, | |
| "fn": 0 | |
| } | |
| } | |
| }, | |
| "current_full_remaining": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/irish_remaining_gaps_v2.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 6, | |
| "batch_size": 8, | |
| "min_score": 0.35, | |
| "ppsn_min_score": 0.5, | |
| "iou_threshold": 1.0, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "PASSPORT_NUMBER", | |
| "PHONE_NUMBER" | |
| ], | |
| "elapsed_seconds": 0.10174437699606642, | |
| "examples_per_second": 58.97131789633906, | |
| "overall": { | |
| "precision": 0.4, | |
| "recall": 0.4, | |
| "f1": 0.4000000000000001, | |
| "tp": 2, | |
| "fp": 3, | |
| "fn": 3 | |
| }, | |
| "by_label": { | |
| "PASSPORT_NUMBER": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "tp": 0, | |
| "fp": 2, | |
| "fn": 2 | |
| }, | |
| "PHONE_NUMBER": { | |
| "precision": 0.6666666666666666, | |
| "recall": 0.6666666666666666, | |
| "f1": 0.6666666666666666, | |
| "tp": 2, | |
| "fp": 1, | |
| "fn": 1 | |
| } | |
| } | |
| }, | |
| "current_full_multilingual": { | |
| "model": "models/openmed-mliteclinical-irish-core-v17_full_s180", | |
| "input": "eval/multilingual_ppsn_v1_all.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 168, | |
| "batch_size": 16, | |
| "ppsn_decoder": "word_aligned", | |
| "elapsed_seconds": 1.310564298008103, | |
| "examples_per_second": 128.18905585581678, | |
| "label_filter": "PPSN", | |
| "overall": { | |
| "precision": 0.672, | |
| "recall": 1.0, | |
| "f1": 0.8038277511961722, | |
| "tp": 84, | |
| "fp": 41, | |
| "fn": 0 | |
| }, | |
| "by_domain": { | |
| "citizen_chat": { | |
| "precision": 0.6511627906976745, | |
| "recall": 1.0, | |
| "f1": 0.7887323943661972, | |
| "tp": 28, | |
| "fp": 15, | |
| "fn": 0 | |
| }, | |
| "gov_data": { | |
| "precision": 0.7, | |
| "recall": 1.0, | |
| "f1": 0.8235294117647058, | |
| "tp": 28, | |
| "fp": 12, | |
| "fn": 0 | |
| }, | |
| "hse_medical": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 28, | |
| "fp": 14, | |
| "fn": 0 | |
| } | |
| }, | |
| "by_language": { | |
| "de": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "en": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "es": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "fr": { | |
| "precision": 0.8571428571428571, | |
| "recall": 1.0, | |
| "f1": 0.923076923076923, | |
| "tp": 6, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "ga": { | |
| "precision": 0.5, | |
| "recall": 1.0, | |
| "f1": 0.6666666666666666, | |
| "tp": 6, | |
| "fp": 6, | |
| "fn": 0 | |
| }, | |
| "it": { | |
| "precision": 0.6, | |
| "recall": 1.0, | |
| "f1": 0.7499999999999999, | |
| "tp": 6, | |
| "fp": 4, | |
| "fn": 0 | |
| }, | |
| "ja": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "nl": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "pl": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "pt": { | |
| "precision": 0.75, | |
| "recall": 1.0, | |
| "f1": 0.8571428571428571, | |
| "tp": 6, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "ro": { | |
| "precision": 0.6, | |
| "recall": 1.0, | |
| "f1": 0.7499999999999999, | |
| "tp": 6, | |
| "fp": 4, | |
| "fn": 0 | |
| }, | |
| "ru": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "uk": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "zh": { | |
| "precision": 0.6666666666666666, | |
| "recall": 1.0, | |
| "f1": 0.8, | |
| "tp": 6, | |
| "fp": 3, | |
| "fn": 0 | |
| } | |
| } | |
| }, | |
| "candidate_full_core": { | |
| "model": "models/openmed-mliteclinical-irish-core-v19_boundaryplus_full_s220", | |
| "input": "eval/irish_core_pii_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 37, | |
| "batch_size": 8, | |
| "min_score": 0.4, | |
| "ppsn_min_score": 0.55, | |
| "iou_threshold": 0.5, | |
| "ppsn_decoder": "word_aligned", | |
| "labels_evaluated": [ | |
| "ACCOUNT_NUMBER", | |
| "BANK_ROUTING_NUMBER", | |
| "CREDIT_DEBIT_CARD", | |
| "EMAIL", | |
| "FIRST_NAME", | |
| "LAST_NAME", | |
| "PASSPORT_NUMBER", | |
| "PHONE_NUMBER", | |
| "POSTCODE", | |
| "PPSN", | |
| "SWIFT_BIC" | |
| ], | |
| "elapsed_seconds": 0.5703115339856595, | |
| "examples_per_second": 64.87682221929316, | |
| "overall": { | |
| "precision": 0.9620253164556962, | |
| "recall": 1.0, | |
| "f1": 0.9806451612903226, | |
| "tp": 76, | |
| "fp": 3, | |
| "fn": 0 | |
| }, | |
| "by_label": { | |
| "ACCOUNT_NUMBER": { | |
| "precision": 0.6, | |
| "recall": 1.0, | |
| "f1": 0.7499999999999999, | |
| "tp": 3, | |
| "fp": 2, | |
| "fn": 0 | |
| }, | |
| "BANK_ROUTING_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 1, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "CREDIT_DEBIT_CARD": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 2, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "EMAIL": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 6, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "FIRST_NAME": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 19, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "LAST_NAME": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 19, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PASSPORT_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 2, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PHONE_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 12, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "POSTCODE": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 4, | |
| "fp": 0, | |
| "fn": 0 | |
| }, | |
| "PPSN": { | |
| "precision": 0.8571428571428571, | |
| "recall": 1.0, | |
| "f1": 0.923076923076923, | |
| "tp": 6, | |
| "fp": 1, | |
| "fn": 0 | |
| }, | |
| "SWIFT_BIC": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "tp": 2, | |
| "fp": 0, | |
| "fn": 0 | |
| } | |
| } | |
| }, | |
| "candidate_full_edge": { | |
| "model": "models/openmed-mliteclinical-irish-core-v19_boundaryplus_full_s220", | |
| "input": "eval/irish_ppsn_phone_edge_v1.jsonl", | |
| "loader_type": "standard", | |
| "device": "cpu", | |
| "examples": 22, | |
| "batch_size": 8, | |
| "min_score": 0.4, | |
| "ppsn_min_score": 0.55, | |
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