Dataset Viewer
Auto-converted to Parquet Duplicate
id
string
type
string
reference_id
string
reference_link_status
string
reference_image
image
candidate_image
image
capture_view
string
condition_id
string
asset_id
string
requested_model
string
harness_id
string
skill_set_id
string
repetition
int64
status
string
formal_fidelity_percent
float64
visual_fidelity_percent
float64
kinematic_fidelity_percent
float64
simready_reward
float64
mandatory_passed
float64
mandatory_total
float64
mandatory_failed
float64
mandatory_unknown
float64
mandatory_lower_bound_percent
float64
mandatory_upper_bound_percent
float64
completion_bonus
float64
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float64
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float64
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float64
optional_unknown
float64
optional_total
float64
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float64
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float64
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float64
optional_upper_bound_percent
float64
fidelity_shape_percent
float64
fidelity_rigid_parts_percent
float64
fidelity_joints_percent
float64
fidelity_materials_percent
float64
fidelity_shape_coverage
float64
fidelity_rigid_parts_coverage
float64
fidelity_joints_coverage
float64
fidelity_materials_coverage
float64
fidelity_reference_geometry_status
string
formal_fidelity_status
string
formal_fidelity_earned
float64
formal_fidelity_eligible
float64
formal_fidelity_measured
float64
formal_fidelity_coverage
float64
formal_fidelity_lower_bound_percent
float64
formal_fidelity_upper_bound_percent
float64
visual_fidelity_status
string
visual_fidelity_earned
float64
visual_fidelity_eligible
float64
visual_fidelity_measured
float64
visual_fidelity_coverage
float64
visual_fidelity_lower_bound_percent
float64
visual_fidelity_upper_bound_percent
float64
kinematic_fidelity_status
string
kinematic_fidelity_earned
float64
kinematic_fidelity_eligible
float64
kinematic_fidelity_measured
float64
kinematic_fidelity_coverage
float64
kinematic_fidelity_lower_bound_percent
float64
kinematic_fidelity_upper_bound_percent
float64
visual_appearance_percent
float64
visual_appearance_status
string
visual_appearance_earned
float64
visual_appearance_eligible
float64
visual_appearance_measured
float64
visual_appearance_coverage
float64
visual_appearance_lower_bound_percent
float64
visual_appearance_upper_bound_percent
float64
kinematic_reference_joint_count
float64
kinematic_candidate_joint_count
float64
kinematic_matched_joint_count
float64
kinematic_missing_joint_count
float64
kinematic_extra_joint_count
float64
kinematic_moving_joints_percent
float64
kinematic_moving_joints_status
string
kinematic_moving_joints_earned
float64
kinematic_moving_joints_eligible
float64
kinematic_moving_joints_measured
float64
kinematic_moving_joints_coverage
float64
kinematic_moving_joints_lower_bound_percent
float64
kinematic_moving_joints_upper_bound_percent
float64
kinematic_fixed_constraints_percent
float64
kinematic_fixed_constraints_status
string
kinematic_fixed_constraints_earned
float64
kinematic_fixed_constraints_eligible
float64
kinematic_fixed_constraints_measured
float64
kinematic_fixed_constraints_coverage
float64
kinematic_fixed_constraints_lower_bound_percent
float64
kinematic_fixed_constraints_upper_bound_percent
float64
fidelity_shape_earned
float64
fidelity_shape_eligible
float64
fidelity_shape_measured
float64
fidelity_shape_status
string
fidelity_rigid_parts_earned
float64
fidelity_rigid_parts_eligible
float64
fidelity_rigid_parts_measured
float64
fidelity_rigid_parts_status
string
fidelity_joints_earned
float64
fidelity_joints_eligible
float64
fidelity_joints_measured
float64
fidelity_joints_status
string
fidelity_materials_earned
float64
fidelity_materials_eligible
float64
fidelity_materials_measured
float64
fidelity_materials_status
string
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float64
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float64
fidelity_shape_samples_each_direction
float64
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float64
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float64
fidelity_rigid_parts_structure_earned
float64
fidelity_rigid_parts_structure_eligible
float64
fidelity_joints_reference_count
float64
fidelity_joints_candidate_count
float64
inference_calls_used
float64
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float64
model_request_errors
float64
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float64
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float64
input_tokens
float64
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float64
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float64
inference_cost_usd
float64
compute_cost_usd
float64
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float64
authoring_protocol
string
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string
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string
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string
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string
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string
source_viewer_path
string
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string
name
string
reference_set
string
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string
execution_backend
string
harness_version
string
evaluator_version
string
formal_conformant
bool
evaluation_complete
bool
front_image
image
side_image
image
top_image
image
harbor_job_id
string
harbor_trial_id
string
execution_result_id
string
harbor_job_url
string
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string
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string
asset_payload_revision
string
usd_url
string
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string
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string
metrics_url
string
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string
trajectory_sha256
string
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string
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string
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int64
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string
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int64
reasoning_output_tokens
int64
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string
provider_reported_cost_usd
float64
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string
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string
report_url
string
reward_url
string
archive_sha256
string
started_at
string
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string
parent_final_result_id
string
artifact_manifest_url
string
geometry_score_percent
float64
geometry_status
string
geometry_coverage
float64
geometry_lower_bound_percent
float64
geometry_upper_bound_percent
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:96f11d6d-cd76-4ccd-80b6-5d17f2ca2a16
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
0
completed
100
57.112669
0.002894
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100
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0.002894
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1,302.323739
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48,028
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1.165468
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null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
96f11d6d-cd76-4ccd-80b6-5d17f2ca2a16
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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2026-10-28T01:11:23.985361+00:00
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:72901a5e-2785-421c-ac40-00eea5a6022c
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
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null
1
completed
100
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dc30f963-ebba-47f8-a052-535ce8a706f4
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oily-waste can
nv100-v1
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true
Not supported with pagination yet
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dc30f963-ebba-47f8-a052-535ce8a706f4
72901a5e-2785-421c-ac40-00eea5a6022c
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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harbor_reported_unverified_basis
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2026-10-27T19:25:20.98292+00:00
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:6a450d27-c0d9-4657-9cfe-d5e09356b205
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
2
completed
100
60.659384
0.009
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oily-waste can
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Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
6a450d27-c0d9-4657-9cfe-d5e09356b205
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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public_reward_metadata_only; full_archive_provenance_unverified
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2,047,612
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harbor_reported_unverified_basis
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2026-10-27T17:54:19.300093+00:00
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:67ac7ed2-efc1-45eb-a7d1-f53220828dc4
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
0
completed
100
58.067618
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oily-waste can
nv100-v1
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harbor_hosted
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Not supported with pagination yet
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Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
67ac7ed2-efc1-45eb-a7d1-f53220828dc4
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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public_reward_metadata_only; full_archive_provenance_unverified
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1,448,292
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harbor_reported_unverified_basis
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2026-10-27T17:28:21.561972+00:00
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:ebcec49a-9081-4b13-b2c1-22f5abd2e88b
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
1
completed
100
57.232071
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100
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medium
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
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true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
ebcec49a-9081-4b13-b2c1-22f5abd2e88b
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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1,297,173
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harbor_reported_unverified_basis
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2026-10-28T14:22:33.351713+00:00
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:cb69fda1-9cfe-4cb8-a5a3-189942ad5614
result
nv100-v1:nv100_04ed00317ccc5a90
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Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
2
completed
100
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oily-waste can
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Not supported with pagination yet
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dc30f963-ebba-47f8-a052-535ce8a706f4
cb69fda1-9cfe-4cb8-a5a3-189942ad5614
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https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
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result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:3b9fcae4-ebfa-4d54-a2d6-3ab0ba21f79a
result
nv100-v1:nv100_04ed00317ccc5a90
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Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
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completed
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
440.162556
null
820,473
11,687
832,160
0.298671
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
3b9fcae4-ebfa-4d54-a2d6-3ab0ba21f79a
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
778,892
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T11:16:19.454399+00:00
2026-10-27T11:23:39.616955+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:10117f9e-27ce-4316-a174-8b3b0e9af059
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
1
completed
100
47.020635
0.043511
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
47.020635
47.020635
known
null
null
null
1
0.043511
0.043511
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
490.588548
null
877,109
12,651
889,760
0.32613
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
10117f9e-27ce-4316-a174-8b3b0e9af059
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
830,464
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T04:57:24.70778+00:00
2026-10-27T05:05:35.296328+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:1e30826f-39f8-4f50-827e-d24364eaf211
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-sol
null
null
2
completed
90.869565
48.530611
0.005635
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
90.869565
90.869565
known
null
null
null
1
48.530611
48.530611
known
null
null
null
1
0.005635
0.005635
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
363.85352
null
417,246
8,020
425,266
0.204487
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
1e30826f-39f8-4f50-827e-d24364eaf211
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
382,835
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T07:05:15.687344+00:00
2026-10-27T07:11:19.540864+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:43ac8493-de06-4625-b7c2-26bfbaa8b4f8
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
0
completed
100
49.93601
0.076487
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
49.93601
49.93601
known
null
null
null
1
0.076487
0.076487
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
431.64479
null
1,455,479
19,433
1,474,912
0.255506
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
43ac8493-de06-4625-b7c2-26bfbaa8b4f8
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
1,384,150
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T08:12:21.393984+00:00
2026-10-27T08:19:33.038774+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:dfe2ed0e-e3b5-443a-ac67-1286162716a5
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
1
completed
100
52.751722
0.101787
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
52.751722
52.751722
known
null
null
null
1
0.101787
0.101787
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
435.470312
null
1,532,757
18,198
1,550,955
0.262134
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
dfe2ed0e-e3b5-443a-ac67-1286162716a5
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
1,453,979
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T17:16:18.479246+00:00
2026-10-27T17:23:33.949558+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:0c260381-87f8-4397-8085-52f38cbfa0d9
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-high
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
2
completed
100
60.886832
0.026774
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
60.886832
60.886832
known
null
null
null
1
0.026774
0.026774
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
670.944516
null
2,290,386
23,467
2,313,853
0.341459
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
0c260381-87f8-4397-8085-52f38cbfa0d9
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
2,199,020
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T03:49:27.742702+00:00
2026-10-27T04:00:38.687218+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:c2710e51-f618-416e-96a8-4dca3a4b1a21
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-low
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
0
completed
92.934783
63.255783
0.002694
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
92.934783
92.934783
known
null
null
null
1
63.255783
63.255783
known
null
null
null
1
0.002694
0.002694
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
280.865147
null
377,024
6,409
383,433
0.109784
null
null
null
null
null
null
null
low
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
c2710e51-f618-416e-96a8-4dca3a4b1a21
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
327,942
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T15:18:21.094693+00:00
2026-10-27T15:23:01.95984+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:d8ed1c19-86c7-4ac6-9618-8320c975766e
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-low
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
1
completed
92.934783
51.370596
0.007639
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
92.934783
92.934783
known
null
null
null
1
51.370596
51.370596
known
null
null
null
1
0.007639
0.007639
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
301.577718
null
311,099
5,735
316,834
0.092349
null
null
null
null
null
null
null
low
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
d8ed1c19-86c7-4ac6-9618-8320c975766e
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
270,991
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T16:50:19.970402+00:00
2026-10-27T16:55:21.54812+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:d2333162-b01c-40a2-97ad-12e420be1cf8
result
nv100-v1:nv100_04ed00317ccc5a90
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-low
wasteManagement_oilyWasteCan_metal_a01
openai/gpt-6.1-terra
null
null
2
completed
92.934783
54.123926
0.004568
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
92.934783
92.934783
known
null
null
null
1
54.123926
54.123926
known
null
null
null
1
0.004568
0.004568
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
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null
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null
null
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null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
266.320601
null
373,722
5,867
379,589
0.098707
null
null
null
null
null
null
null
low
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
oily-waste can
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
d2333162-b01c-40a2-97ad-12e420be1cf8
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
331,474
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T16:28:18.7592+00:00
2026-10-27T16:32:45.079801+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:be8bd0fa-aaf1-4809-a95b-6b06815df9c4
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
0
completed
100
90.47402
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
90.47402
90.47402
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
928.563915
null
3,396,428
33,236
3,429,664
0.923082
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
be8bd0fa-aaf1-4809-a95b-6b06815df9c4
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
3,291,779
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-28T07:43:22.061758+00:00
2026-10-28T07:58:50.625673+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:b6e5850a-c288-4acf-b574-153b84b02875
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
1
completed
100
91.481721
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
91.481721
91.481721
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
null
null
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null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,026.144731
null
2,545,272
37,980
2,583,252
0.884192
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
b6e5850a-c288-4acf-b574-153b84b02875
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
2,441,135
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-28T06:26:20.327016+00:00
2026-10-28T06:43:26.471747+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:635a24f5-a4eb-4e97-a724-35945d34059f
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-high
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
2
completed
100
90.727741
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
90.727741
90.727741
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
772.571183
null
1,682,462
30,707
1,713,169
0.679824
null
null
null
null
null
null
null
high
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
635a24f5-a4eb-4e97-a724-35945d34059f
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
1,597,230
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T16:43:22.448649+00:00
2026-10-27T16:56:15.019832+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:8f334458-1488-4574-9354-265738c4ab52
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
0
completed
100
88.778641
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
88.778641
88.778641
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
520.976607
null
1,208,116
16,643
1,224,759
0.419526
null
null
null
null
null
null
null
medium
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
8f334458-1488-4574-9354-265738c4ab52
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
1,152,978
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T23:57:15.192938+00:00
2026-10-28T00:05:56.169545+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:98e9eb07-62cd-4ab5-8feb-cd1a118fb82b
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
1
completed
100
88.218861
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
88.218861
88.218861
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
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null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
497.018767
null
1,016,255
18,958
1,035,213
0.41509
null
null
null
null
null
null
null
medium
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
98e9eb07-62cd-4ab5-8feb-cd1a118fb82b
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
964,619
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-28T01:20:21.724023+00:00
2026-10-28T01:28:38.74279+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:e3d8f431-c905-4b1b-903c-30d9535d5e0e
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-medium
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
2
completed
100
84.693366
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
84.693366
84.693366
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
459.644133
null
562,799
14,946
577,745
0.310903
null
null
null
null
null
null
null
medium
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
e3d8f431-c905-4b1b-903c-30d9535d5e0e
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
518,970
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-28T13:09:15.641876+00:00
2026-10-28T13:16:55.286009+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:71d9198b-3463-4fd7-88c5-309a793eb74f
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
0
completed
100
84.849984
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
84.849984
84.849984
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
434.323914
null
744,816
11,120
755,936
0.280035
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
71d9198b-3463-4fd7-88c5-309a793eb74f
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
705,486
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T19:20:20.307118+00:00
2026-10-27T19:27:34.631032+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:9b64f09c-c171-43d0-a40d-e60d6a123dc3
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
1
completed
100
83.705881
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
83.705881
83.705881
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
null
null
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null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
296.955376
null
434,511
7,220
441,731
0.190732
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
9b64f09c-c171-43d0-a40d-e60d6a123dc3
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
403,216
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-28T01:49:25.008198+00:00
2026-10-28T01:54:21.963574+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:18856ddc-521d-4153-b315-e0f560358d4e
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-sol-unspecified
storage_locker_double_bench_b01
openai/gpt-6.1-sol
null
null
2
completed
100
82.992524
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
known
null
null
null
1
100
100
known
null
null
null
1
82.992524
82.992524
known
null
null
null
1
0
0
null
null
null
null
null
null
null
null
null
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null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
268.975164
null
335,046
6,873
341,919
0.168894
null
null
null
null
null
null
null
null
dc30f963-ebba-47f8-a052-535ce8a706f4
null
null
double locker with a bench
nv100-v1
null
harbor_hosted
null
null
null
true
Not supported with pagination yet
Not supported with pagination yet
Not supported with pagination yet
dc30f963-ebba-47f8-a052-535ce8a706f4
18856ddc-521d-4153-b315-e0f560358d4e
null
https://hub.harborframework.com/jobs/dc30f963-ebba-47f8-a052-535ce8a706f4
public
null
null
null
null
null
null
null
null
public_reward_metadata_only; full_archive_provenance_unverified
final
true
false
0
null
307,262
null
harbor_reported_unverified_basis
null
null
null
null
null
null
2026-10-27T06:07:23.18343+00:00
2026-10-27T06:11:52.158594+00:00
null
null
null
null
null
null
null
result:harbor:dc30f963-ebba-47f8-a052-535ce8a706f4:fba30e5f-f43b-4e7f-9b42-26209a225ed8
result
nv100-v1:nv100_0d5a045d08832558
exact_task_id_payload_unverified
Not supported with pagination yet
Not supported with pagination yet
null
harbor-evaluator-2.2.0-gpt-6.1-terra-high
storage_locker_double_bench_b01
openai/gpt-6.1-terra
null
null
0
completed
100
87.15169
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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End of preview. Expand in Data Studio

SimReadyBench

A benchmark for simulation-ready asset reconstruction

Chris von Csefalvay, Pranav Doma, Achyuthan Unni Krishnan and Tamas Foldi

HCLTech

Project page SimReadyBench on Harbor Hub Code on GitHub Dataset and results on Hugging Face Scoring guide

Code: MIT licence Source assets: CC BY 4.0 licence

SimReadyBench tests whether AI agents can reconstruct simulation-ready OpenUSD objects from one image, an object description and dimensions. NV100 contains 100 objects with their source assets, task inputs and evaluation data.

Formal fidelity is the primary score: it measures structural, physical and semantic compliance with the SimReady profile. Visual fidelity measures geometry and appearance together. Kinematic fidelity measures articulation separately. All three use a 0–100 scale; there is no combined overall score.

Browse the NV100 results · Reference objects · Run the Harbor tasks

Leaderboard

Formal, visual and kinematic fidelity are scored separately on a 0–100 scale. Formal fidelity is the primary metric.

Configuration Formal % Visual % Kinematic % pass@1 % pass@3 % pass³ % Tokens/asset Inference $/asset $/formal point Trial min/asset
Terra high 100.00 54.03 2.79 100.00 100 100 1,653,681 $0.2735 $0.002735 7.76
Sol high 100.00 56.86 3.68 100.00 100 100 1,990,604 $0.7145 $0.007145 14.39
Sol medium 99.98 53.66 3.14 99.67 100 99 1,064,313 $0.4145 $0.004146 9.32
Sol low 97.69 51.17 2.44 71.33 96 39 ≥ 478,511 ≥ $0.2072 ≥ $0.002121 5.86
Terra low 91.13 47.81 0.87 2.00 6 0 359,013 $0.0969 $0.001064 4.40

Pass means all 46 mandatory checks pass. pass@3: at least one of three attempts passes; pass³: all three pass.

Cost per formal point is inference cost per asset divided by mean formal fidelity. Cost, tokens and trial time include retries.

Token breakdown per asset
Configuration Total Input Output Cached input
Terra high 1,653,681.07 1,633,905.19 19,775.88 1,556,437.42
Sol high 1,990,603.84 1,959,382.44 31,221.40 1,873,388.42
Sol medium 1,064,313.18 1,045,908.96 18,404.22 989,904.26
Sol low ≥ 478,511.38 ≥ 470,783.68 ≥ 7,727.70 ≥ 436,238.10
Terra low 359,012.89 353,438.26 5,574.64 310,615.98

Total = input + output. Cached input is already included in input.

Sortable leaderboard · CSV · JSON

Quality and efficiency

The frontier shows configurations that cannot be improved on one axis without losing on the other. Scores use the same object/repetition pairs across configurations.

Pareto frontiers for fidelity against inference cost per asset

Pareto frontiers for fidelity against trial time per asset

Inference cost and trial time include retries. Hosted compute is separate.

Interactive charts · Chart data · Generated assets and renders

Scores

Formal fidelity

The primary compliance score uses the 46 mandatory requirements of NVIDIA SimReady Robotics-Prop 4.0.0:

Formal = 95 × passed mandatory requirements / 46
         + 5 if all 46 requirements pass

The requirements cover hierarchy, naming, units, mesh properties, materials, semantics, collision and rigid-body configuration, and thumbnail metadata. Each requirement counts once, regardless of how many findings it produces. A score of 100 requires all 46 to pass. Optional requirements are reported separately and do not alter formal fidelity.

Visual fidelity

Visual fidelity combines geometry similarity G with rendered appearance similarity A:

Visual = sqrt(G × A)
Appearance = mean(four foreground RGB SSIM scores)

Each appearance score is structural similarity (SSIM) over the union of reference and candidate foreground pixels, clipped to 0–1 and expressed as a percentage. The four fixed comparison views use a shared whole-object alignment. Appearance is a component of visual fidelity, not an alternative name for it.

Geometry measures bidirectional surface agreement at the reference scale, without scale fitting. Evaluator 2.2.0 uses 65,536 area-weighted surface samples per object: directional credit is mean(1 / (1 + (distance / band)^2)), with a band of 2% of the reference cloud's 1st–99th-percentile bounding-box diagonal. G is 100 times the harmonic mean of the two directional credits.

Kinematic fidelity

Kinematic fidelity measures recovered joints and the relative motion their constraints permit. Matched joint quality combines motion agreement, travel-range agreement and limit-pattern agreement. Missing joints lose credit; extra joints increase the denominator.

Group score = 100 × 2 × sum(matched joint quality)
              / (reference joint count + candidate joint count)

Moving joints and fixed constraints are scored separately. Their geometric mean gives kinematic fidelity when both groups apply; a single applicable group supplies the score directly. Motion is compared at 17 deterministic probe states on common reference-body landmarks.

Run NV100 with Harbor

For local execution, use Linux x86_64, Python 3.12, Docker Engine and Docker Compose. Tasks request four CPUs and 8 GiB for the agent environment, with a separate four-CPU, 16 GiB verifier. Choose concurrency to fit the host.

python3.12 -m venv .venv
. .venv/bin/activate
python -m pip install harbor==0.24.0
harbor auth login

Set the credentials required by your model provider, such as OPENAI_API_KEY for OpenAI. Select the agent and model, then run all 100 tasks and upload the results:

AGENT=codex
MODEL=openai/gpt-6.1-terra

harbor run \
  -d hcltech-robotics/simreadybench \
  -a "$AGENT" -m "$MODEL" \
  --n-attempts 1 --n-concurrent 1 \
  --max-retries 3 --upload

Change AGENT and MODEL for another supported agent. --n-attempts sets scored attempts per task; --max-retries limits exception retries. Increase --n-concurrent for parallel execution. --upload sends trial results, trajectories and artefacts to Harbor Hub; uploads are private by default.

Use the same command with --dry-run to check the configuration without running trials. Unversioned dataset names select the latest release, currently evaluator 2.2.0. For hosted execution and provider-secret configuration, see Harbor's run guide.

Each task supplies one observation image and its brief. The agent authors a self-contained package with asset.usd at its root and can request up to five formal-validation feedback calls. Final visual evaluation uses four separate comparison views. Complete trajectories are required; retrieving or importing external USD assets is a protocol failure. Locally authored USD and task-provided inputs are allowed.

Use the data

The references/nv100 split contains object names, descriptions, dimensions through task briefs, observation images and source-package links. The default results/test split contains final reconstruction results. Join a result's reference_id to the reference row's stable id.

from datasets import load_dataset

repo = "hcltech-robotics/simreadybench"
references = load_dataset(repo, "references", split="nv100")
results = load_dataset(repo, "results", split="test")
results = results.filter(lambda row: row["harbor_job_id"] == "dc30f963-ebba-47f8-a052-535ce8a706f4")
by_id = {row["id"]: row for row in references}
reference = by_id[results[0]["reference_id"]]

Use harbor_trial_id to find each reconstruction’s USD package, dependencies, renders, scores and trajectory in the asset folders. The result_attempts/test split also contains retries. Download USD dependencies together with the entry point.

Benchmark code is MIT-licensed. NVIDIA source assets retain their CC BY 4.0 licence and attribution.

Citation

@software{simreadybench2026,
  title = {SimReadyBench: Evaluating models, harnesses and skills
           for simulation-ready asset generation},
  author = {von Csefalvay, Chris and Doma, Pranav and
            Unni Krishnan, Achyuthan and Foldi, Tamas},
  organization = {HCLTech},
  year = {2026},
  version = {1.0.0},
  url = {https://github.com/hcltech-robotics/simreadybench}
}
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