evalsafe-onet / dataset.json
vchock's picture
EvalSafe O*NET benchmark
bda14bd
Raw History Blame Contribute Delete
23.1 kB
{
"name": "evalsafe-onet",
"title": "EvalSafe O*NET",
"snapshot_date": "2026-09-29",
"repository": "typesafe/evalsafe-onet",
"split": "test",
"references": [
"gpt-6-astra",
"claude-fable-5-1"
],
"candidates": [
"gpt-5.6-sol",
"gpt-5.6-terra",
"gpt-5.6-luna",
"claude-sonnet-5",
"claude-opus-5",
"claude-haiku-4-5",
"together/deepseek-ai/DeepSeek-V4-Flash-0731",
"together/deepseek-ai/DeepSeek-V4-Pro-0813",
"typesafe/jev-1.13.0"
],
"n_documents": 150,
"n_questions": 7500,
"question_counts": {
"score": 2400,
"noul": 4050,
"choice": 1050
},
"default_reference": "consensus",
"labelsets": [
"openai",
"anthropic",
"consensus"
],
"coverage": {
"cases": 150,
"questions": 7500,
"runs": 9,
"run_results": 67500,
"scoring_questions": 7500,
"two_source_questions": 7468,
"successful_candidate_calls": 66528,
"reference_calls": 15000,
"successful_reference_calls": 14968,
"openai_questions": 7497,
"anthropic_questions": 7471,
"consensus_questions": 7500
},
"encodings": {
"*_json": "JSON-encoded UTF-8 text",
"probabilities": "list of option/probability pairs"
},
"measurement_unit": "question",
"metrics": [
{
"metric_id": "overall_performance",
"title": "Overall performance",
"comparison": "noul/choice: 1-JSD (base 2); score: 1-normalized absolute mean error",
"aggregation": "equal question-type means"
},
{
"metric_id": "intelligence",
"title": "Noul/choice intelligence",
"comparison": "1 - Jensen-Shannon divergence with base-2 logarithms",
"aggregation": "question-level"
},
{
"metric_id": "score_agreement",
"title": "Expected-score agreement",
"comparison": "1 - absolute expected-score error / rubric range",
"aggregation": "question-level"
},
{
"metric_id": "noul_intelligence",
"title": "Noul intelligence",
"comparison": "1 - Jensen-Shannon divergence with base-2 logarithms",
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"title": "Choice intelligence",
"comparison": "1 - Jensen-Shannon divergence with base-2 logarithms",
"aggregation": "mean over this question type"
}
],
"metric_definitions": {
"performance": "Equal-weight mean of per-type scores. Noul/choice intelligence: 1-Jensen-Shannon divergence using base-2 logs, not its square root. Score agreement: 1-abs(model_mean-reference_mean)/rubric_range. Missing/failed candidates score zero. This composite is not a pure JSD metric."
},
"results": [
{
"model": "claude-opus-5",
"performance": 0.9432976858164973,
"performance_by_type": {
"score": 0.9344623263888888,
"noul": 0.9686739752226045,
"choice": 0.9267567558379987
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7439,
"coverage": 0.9918666666666667,
"mean_cost_usd": 0.019445598759316216,
"mean_latency_seconds": 3.1841236014329226,
"noul_choice_intelligence": 0.9477153655303016
},
{
"model": "gpt-5.6-sol",
"performance": 0.9344972567563725,
"performance_by_type": {
"score": 0.9281980902777777,
"noul": 0.9640257990610747,
"choice": 0.9112678809302651
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7438,
"coverage": 0.9917333333333334,
"mean_cost_usd": 0.005678732939366052,
"mean_latency_seconds": 2.7196692931973265,
"noul_choice_intelligence": 0.9376468399956699
},
{
"model": "typesafe/jev-1.13.0",
"performance": 0.9338604228141348,
"performance_by_type": {
"score": 0.9138069444444444,
"noul": 0.9756146261594554,
"choice": 0.9121596978385045
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7500,
"coverage": 1.0,
"mean_cost_usd": 7.462574559999998e-05,
"mean_latency_seconds": 0.1413946220552667,
"noul_choice_intelligence": 0.9438871619989799
},
{
"model": "gpt-5.6-terra",
"performance": 0.9175851314299175,
"performance_by_type": {
"score": 0.9248967013888889,
"noul": 0.9351411908596187,
"choice": 0.8927175020412451
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7445,
"coverage": 0.9926666666666667,
"mean_cost_usd": 0.0027293862103931568,
"mean_latency_seconds": 2.29967142700925,
"noul_choice_intelligence": 0.9139293464504319
},
{
"model": "claude-sonnet-5",
"performance": 0.9079808918488589,
"performance_by_type": {
"score": 0.9036401041666666,
"noul": 0.9650241265766235,
"choice": 0.8552784448032865
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7436,
"coverage": 0.9914666666666667,
"mean_cost_usd": 0.007592400959472535,
"mean_latency_seconds": 2.12478524004624,
"noul_choice_intelligence": 0.910151285689955
},
{
"model": "claude-haiku-4-5",
"performance": 0.9035035026815222,
"performance_by_type": {
"score": 0.9113067233846727,
"noul": 0.9650818493170924,
"choice": 0.8341219353428018
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7468,
"coverage": 0.9957333333333334,
"mean_cost_usd": 0.007917993456078158,
"mean_latency_seconds": 12.008255460545069,
"noul_choice_intelligence": 0.8996018923299471
},
{
"model": "gpt-5.6-luna",
"performance": 0.8872510609062104,
"performance_by_type": {
"score": 0.9209288194444444,
"noul": 0.8568023935976207,
"choice": 0.8840219696765663
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7423,
"coverage": 0.9897333333333334,
"mean_cost_usd": 0.0003267434637582414,
"mean_latency_seconds": 2.2808704825279094,
"noul_choice_intelligence": 0.8704121816370936
},
{
"model": "together/deepseek-ai/DeepSeek-V4-Pro-0813",
"performance": 0.8626701433889304,
"performance_by_type": {
"score": 0.8746364583333334,
"noul": 0.9226089291931936,
"choice": 0.7907650426402644
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7245,
"coverage": 0.966,
"mean_cost_usd": 0.005601097577795453,
"mean_latency_seconds": 9.227097501878221,
"noul_choice_intelligence": 0.856686985916729
},
{
"model": "together/deepseek-ai/DeepSeek-V4-Flash-0731",
"performance": 0.8357397348101391,
"performance_by_type": {
"score": 0.8333895833333334,
"noul": 0.9170059064833016,
"choice": 0.7568237146137823
},
"n_questions": 7500,
"n_attempted": 7500,
"n_success": 7134,
"coverage": 0.9512,
"mean_cost_usd": 0.0004769120707275203,
"mean_latency_seconds": 7.093775876500854,
"noul_choice_intelligence": 0.836914810548542
}
],
"runs": {
"onet-1e874db29e083252": {
"model": {
"name": "claude-haiku-4-5",
"provider": "anthropic",
"reasoning_effort": "default",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9035035026815222,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9650818493170924,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9113067233846727,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.8341219353428018,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.007917993456078158,
"mean_wall_time_s": 12.008255460545069,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7468,
"model_alias": "claude-haiku-4-5",
"resolved_models": [
"claude-haiku-4-5-20251001"
]
},
"onet-f28ee3aec61c7851": {
"model": {
"name": "claude-opus-5",
"provider": "anthropic",
"reasoning_effort": "medium",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9432976858164973,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9686739752226045,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9344623263888888,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.9267567558379987,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.019445598759316216,
"mean_wall_time_s": 3.1841236014329226,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7439,
"model_alias": "claude-opus-5",
"resolved_models": [
"claude-opus-5"
]
},
"onet-f873107a5e7671eb": {
"model": {
"name": "claude-sonnet-5",
"provider": "anthropic",
"reasoning_effort": "medium",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9079808918488589,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9650241265766235,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9036401041666666,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.8552784448032865,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.007592400959472535,
"mean_wall_time_s": 2.12478524004624,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7436,
"model_alias": "claude-sonnet-5",
"resolved_models": [
"claude-sonnet-5"
]
},
"onet-55603cc8d7180192": {
"model": {
"name": "gpt-5.6-luna",
"provider": "openai",
"reasoning_effort": "medium",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.8872510609062104,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.8568023935976207,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9209288194444444,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.8840219696765663,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.0003267434637582414,
"mean_wall_time_s": 2.2808704825279094,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7423,
"model_alias": "gpt-5.6-luna",
"resolved_models": [
"gpt-5.6-luna"
]
},
"onet-af183c092097d3ce": {
"model": {
"name": "gpt-5.6-sol",
"provider": "openai",
"reasoning_effort": "medium",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9344972567563725,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9640257990610747,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9281980902777777,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.9112678809302651,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.005678732939366052,
"mean_wall_time_s": 2.7196692931973265,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7438,
"model_alias": "gpt-5.6-sol",
"resolved_models": [
"gpt-5.6-sol"
]
},
"onet-ddcdeaaea20392d0": {
"model": {
"name": "gpt-5.6-terra",
"provider": "openai",
"reasoning_effort": "medium",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9175851314299175,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9351411908596187,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9248967013888889,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.8927175020412451,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.0027293862103931568,
"mean_wall_time_s": 2.29967142700925,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7445,
"model_alias": "gpt-5.6-terra",
"resolved_models": [
"gpt-5.6-terra"
]
},
"onet-bf6a8146cb600de3": {
"model": {
"name": "deepseek-ai/DeepSeek-V4-Flash-0731",
"provider": "together",
"reasoning_effort": "high",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.8357397348101391,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9170059064833016,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.8333895833333334,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.7568237146137823,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.0004769120707275203,
"mean_wall_time_s": 7.093775876500854,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7134,
"model_alias": "together/deepseek-ai/DeepSeek-V4-Flash-0731",
"resolved_models": [
"deepseek-ai/DeepSeek-V4-Flash-0731"
]
},
"onet-901eef89eb70856a": {
"model": {
"name": "deepseek-ai/DeepSeek-V4-Pro-0813",
"provider": "together",
"reasoning_effort": "high",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.8626701433889304,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9226089291931936,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.8746364583333334,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.7907650426402644,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 0.005601097577795453,
"mean_wall_time_s": 9.227097501878221,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7245,
"model_alias": "together/deepseek-ai/DeepSeek-V4-Pro-0813",
"resolved_models": [
"deepseek-ai/DeepSeek-V4-Pro-0813"
]
},
"onet-5ea55de28cb0cea2": {
"model": {
"name": "jev-1.13.0",
"provider": "typesafe",
"reasoning_effort": "off",
"question_mode": "one"
},
"cases": 150,
"questions": 7500,
"scores": [
{
"metric_id": "overall_performance",
"value": 0.9338604228141348,
"denominator": 7500,
"aggregation": "equal question-type means"
},
{
"metric_id": "noul_intelligence",
"value": 0.9756146261594554,
"denominator": 4050,
"aggregation": "mean over this question type"
},
{
"metric_id": "score_agreement",
"value": 0.9138069444444444,
"denominator": 2400,
"aggregation": "mean over this question type"
},
{
"metric_id": "choice_intelligence",
"value": 0.9121596978385045,
"denominator": 1050,
"aggregation": "mean over this question type"
}
],
"mean_cost_usd": 7.462574559999998e-05,
"mean_wall_time_s": 0.1413946220552667,
"measurement_unit": "question",
"cost_questions": 7500,
"successful_questions": 7500,
"model_alias": "typesafe/jev-1.13.0",
"resolved_models": [
"jev-1.13.0"
]
}
},
"run_results": {
"route": "question",
"reference": "consensus",
"primary_metric": "overall_performance",
"row_unit": "one candidate model and question",
"selection": "Final recorded results for all nine models on the 7,500 consensus-labeled questions.",
"label_filter": "Only question instances with an available consensus target; each result embeds that consensus. Failed candidate predictions remain when their reference is available.",
"overall_aggregation": "Equal-weight mean of noul, score, and choice question-type means."
},
"schema_version": 7,
"license": "apache-2.0",
"description": "Synthetic workplace documents with noul, score, and choice questions and model-generated consensus targets.",
"reference_targets": "Model-generated targets from Astra and Fable; the default reference is consensus.",
"limitations": [
"References are model-generated rather than human-verified ground truth.",
"This benchmark is not a held-out evaluation of generalization."
],
"question_allocation": {
"per_document": {
"noul": 27,
"score": 16,
"choice": 7
}
},
"artifacts": {
"charts": "assets/price_speed_performance.png"
},
"pricing": {
"gpt-5.6-sol": {
"source": "Pricing assumption for this dataset",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 4.0,
"output": 20.0,
"cache_read": 0.4,
"cache_write_5m": 5.0,
"cache_write_1h": 8.0
}
},
"gpt-5.6-terra": {
"source": "Pricing assumption for this dataset",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 2.0,
"output": 12.0,
"cache_read": 0.2,
"cache_write_5m": 2.5,
"cache_write_1h": 4.0
}
},
"gpt-5.6-luna": {
"source": "Pricing assumption for this dataset",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 0.2,
"output": 1.2,
"cache_read": 0.02,
"cache_write_5m": 0.25,
"cache_write_1h": 0.4
}
},
"claude-sonnet-5": {
"source": "https://platform.claude.com/docs/en/about-claude/pricing",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 2,
"output": 10,
"cache_read": 0.2,
"cache_write_5m": 2.5,
"cache_write_1h": 4
}
},
"claude-opus-5": {
"source": "https://platform.claude.com/docs/en/about-claude/pricing",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 5,
"output": 25,
"cache_read": 0.5,
"cache_write_5m": 6.25,
"cache_write_1h": 10
}
},
"claude-haiku-4-5": {
"source": "https://platform.claude.com/docs/en/about-claude/pricing",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 1,
"output": 5,
"cache_read": 0.1,
"cache_write_5m": 1.25,
"cache_write_1h": 2
}
},
"together/deepseek-ai/DeepSeek-V4-Flash-0731": {
"source": "https://www.together.ai/models/deepseek-v4-flash-0731",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 0.14,
"output": 0.28,
"cache_read": 0.03
}
},
"together/deepseek-ai/DeepSeek-V4-Pro-0813": {
"source": "https://www.together.ai/models/deepseek-v4-pro-0813",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 1.32,
"output": 3.96,
"cache_read": 0.13
}
},
"typesafe/jev-1.13.0": {
"source": "Pricing assumption for this dataset",
"as_of": "2026-09-29",
"usd_per_million_tokens": {
"input": 0.042,
"output": 0
}
}
}
}