{
  "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
      }
    }
  }
}