{
 "benchmark": "JevBench",
 "revision": "v1.6.0",
 "protocol": "jevbench::v1.6",
 "provisional": false,
 "status": "published",
 "run_kind": "scheduled-refresh",
 "label": "JevBench v1.6.0",
 "source_sha256": "04ad6eb3cfc06e78784a51629c8e2acab3e0acbe8134f3f00bd72bfcf61c949b",
 "source_note": "Full re-measure, score-overnight-12/out-O1S, scored 2026-10-05 09:06:16 UTC; O1S (method addendum B). Sage is a supplementary A3 measurement scored on 5 Oct 2026 with O1S and the strict full-run cost basis; its scorer source hash is recorded on its row.",
 "sample": {
  "open": 300,
  "sealed": 1200,
  "total": 1500,
  "published_open": 300
 },
 "types": {
  "choice": 0.3333333333333333,
  "noul": 0.3333333333333333,
  "score": 0.3333333333333333
 },
 "tier_weights": {
  "easy": 0.1,
  "hard": 0.4,
  "judge": 0.3,
  "standard": 0.2
 },
 "sealed_share_of_intelligence": 0.5,
 "G_med": 2.573387642438244,
 "G_med_api_basis_P_vs_A": -1.1922125858968342,
 "G_med_flag_gt10": false,
 "headline": "A",
 "options": {
  "A": {
   "intelligence_floor": 50.0,
   "weights": {
    "calibration": 25,
    "cost": 25,
    "intelligence": 25,
    "speed": 25
   }
  },
  "B": {
   "intelligence_floor": 50.0,
   "weights": {
    "calibration": 20,
    "cost": 20,
    "intelligence": 40,
    "speed": 20
   }
  },
  "C": {
   "intelligence_floor": 60.0,
   "weights": {
    "calibration": 25,
    "cost": 25,
    "intelligence": 25,
    "speed": 25
   }
  }
 },
 "views": [
  "Balanced 33:33:33",
  "Emphasis on Accuracy 60:20:20",
  "Emphasis on Cost 20:20:60",
  "Emphasis on Speed 20:60:20",
  "Intelligence only"
 ],
 "bootstrap": {
  "B": 1000,
  "bootstrap_seed": 16,
  "g_med_fixed": true
 },
 "n_ranked": 92,
 "board": {
  "A": {
   "order": [
    "quyet-1-0-large",
    "jev-1.13.0",
    "wity-1",
    "torchcast-decision-12b",
    "deck31b",
    "winnow-12b",
    "cygnet",
    "jev-omni",
    "sage-1.3.0",
    "plumb-4b",
    "spark-s1-4b-v6",
    "swanone",
    "quyet-1-0-medium",
    "lev",
    "ninfer-qwen3.8-flash-next",
    "jev-local",
    "decider-4b-v2",
    "jevk5-v0.3-4b",
    "metask-jev-4b",
    "deck-4b-v1-0",
    "clef-flash",
    "qwen35-9b-jev-data-mix-v2",
    "jevk5-v02",
    "jevone",
    "hopper",
    "imajev-4b-rtx5090-a2",
    "malkuth-4b",
    "jqv",
    "decider-35b-a3b",
    "manchego-v21-v15",
    "decision-4b-v12",
    "raw-qwen3-4b-instruct-2507",
    "nimble-9b",
    "reflex-4b",
    "typecastlm",
    "decision-4b-v11",
    "autojev-27b",
    "eikos-27b",
    "ninfer-qwen3.8-27b",
    "openjev-thinking",
    "open-jev-zefan-9b",
    "standardone-8b",
    "clef",
    "jev-qwen3.5-9b-base-nvfp4",
    "semif-qwen3.5-4b",
    "bev-bonsai-27b",
    "litjev",
    "localjev-qwen3.5-4b",
    "system-one-sg",
    "kev-8b",
    "decision-2b",
    "opensourcejev-qwen35-4b-q4km",
    "open-alternative-jev",
    "raw-qwen3-8b",
    "decider-2b",
    "nemotron-diffusion-8b",
    "kev-4b",
    "malkuth-2b",
    "qwen3-reranker-4b",
    "zerank-2",
    "open-jev-zefan-2b",
    "open-jev-zefan-27b-v1.1",
    "raw-phi-4-mini",
    "simplejev-qwen3.5-0.8b",
    "smalljev",
    "kev-0.6b",
    "opendecision",
    "mghafiri-qwen3.5-0.8b-decision-model",
    "deem-0.8-v1",
    "decision-fast",
    "quyet-1-0-small-en",
    "fastino-gliner-2-5-decide",
    "laya-typed-decisions",
    "openjev-verdict-1.4",
    "raw-qwen3-0.6b",
    "lev-350m",
    "raw-qwen3-1.7b",
    "kev-0.5b",
    "openjev-verdict",
    "quyet-1-0-small",
    "quyet-1-0-tiny",
    "open-jev-deberta-v3-large",
    "verdict-small",
    "laya",
    "mxbai-rerank-base-v2",
    "laya-multilingual",
    "certo",
    "clm-8b",
    "bge-reranker-v2-m3",
    "gte-reranker-modernbert-base",
    "mirror",
    "open-jev-json-canvas-joshuasp"
   ],
   "leader_wording": null,
   "markers": []
  },
  "B": {
   "order": [
    "quyet-1-0-large",
    "wity-1",
    "deck31b",
    "jev-1.13.0",
    "torchcast-decision-12b",
    "winnow-12b",
    "cygnet",
    "jev-omni",
    "sage-1.3.0",
    "plumb-4b",
    "swanone",
    "spark-s1-4b-v6",
    "ninfer-qwen3.8-flash-next",
    "quyet-1-0-medium",
    "lev",
    "jev-local",
    "decider-4b-v2",
    "clef-flash",
    "metask-jev-4b",
    "deck-4b-v1-0",
    "jevk5-v0.3-4b",
    "qwen35-9b-jev-data-mix-v2",
    "jevone",
    "jevk5-v02",
    "hopper",
    "imajev-4b-rtx5090-a2",
    "decider-35b-a3b",
    "malkuth-4b",
    "jqv",
    "manchego-v21-v15",
    "decision-4b-v12",
    "nimble-9b",
    "raw-qwen3-4b-instruct-2507",
    "eikos-27b",
    "autojev-27b",
    "openjev-thinking",
    "reflex-4b",
    "ninfer-qwen3.8-27b",
    "clef",
    "typecastlm",
    "open-jev-zefan-9b",
    "decision-4b-v11",
    "standardone-8b",
    "jev-qwen3.5-9b-base-nvfp4",
    "semif-qwen3.5-4b",
    "bev-bonsai-27b",
    "litjev",
    "system-one-sg",
    "localjev-qwen3.5-4b",
    "kev-8b",
    "opensourcejev-qwen35-4b-q4km",
    "raw-qwen3-8b",
    "decision-2b",
    "open-alternative-jev",
    "decider-2b",
    "nemotron-diffusion-8b",
    "kev-4b",
    "open-jev-zefan-27b-v1.1",
    "malkuth-2b",
    "qwen3-reranker-4b",
    "open-jev-zefan-2b",
    "zerank-2",
    "raw-phi-4-mini",
    "simplejev-qwen3.5-0.8b",
    "smalljev",
    "kev-0.6b",
    "opendecision",
    "mghafiri-qwen3.5-0.8b-decision-model",
    "deem-0.8-v1",
    "decision-fast",
    "fastino-gliner-2-5-decide",
    "quyet-1-0-small-en",
    "laya-typed-decisions",
    "raw-qwen3-0.6b",
    "openjev-verdict-1.4",
    "raw-qwen3-1.7b",
    "lev-350m",
    "kev-0.5b",
    "openjev-verdict",
    "quyet-1-0-small",
    "quyet-1-0-tiny",
    "open-jev-deberta-v3-large",
    "verdict-small",
    "laya",
    "mxbai-rerank-base-v2",
    "laya-multilingual",
    "certo",
    "clm-8b",
    "bge-reranker-v2-m3",
    "gte-reranker-modernbert-base",
    "mirror",
    "open-jev-json-canvas-joshuasp"
   ],
   "leader_wording": null,
   "markers": []
  },
  "C": {
   "order": [
    "quyet-1-0-large",
    "jev-1.13.0",
    "wity-1",
    "torchcast-decision-12b",
    "deck31b",
    "winnow-12b",
    "jev-omni",
    "cygnet",
    "sage-1.3.0",
    "swanone",
    "plumb-4b",
    "spark-s1-4b-v6",
    "quyet-1-0-medium",
    "lev",
    "ninfer-qwen3.8-flash-next",
    "jev-local",
    "decider-4b-v2",
    "jevk5-v0.3-4b",
    "metask-jev-4b",
    "deck-4b-v1-0",
    "clef-flash",
    "qwen35-9b-jev-data-mix-v2",
    "jevk5-v02",
    "jevone",
    "hopper",
    "imajev-4b-rtx5090-a2",
    "malkuth-4b",
    "eikos-27b",
    "jqv",
    "openjev-thinking",
    "decider-35b-a3b",
    "manchego-v21-v15",
    "decision-4b-v12",
    "clef",
    "autojev-27b",
    "raw-qwen3-4b-instruct-2507",
    "nimble-9b",
    "reflex-4b",
    "typecastlm",
    "ninfer-qwen3.8-27b",
    "decision-4b-v11",
    "open-jev-zefan-9b",
    "standardone-8b",
    "jev-qwen3.5-9b-base-nvfp4",
    "semif-qwen3.5-4b",
    "bev-bonsai-27b",
    "litjev",
    "localjev-qwen3.5-4b",
    "system-one-sg",
    "kev-8b",
    "decision-2b",
    "opensourcejev-qwen35-4b-q4km",
    "open-alternative-jev",
    "raw-qwen3-8b",
    "decider-2b",
    "nemotron-diffusion-8b",
    "kev-4b",
    "malkuth-2b",
    "qwen3-reranker-4b",
    "zerank-2",
    "open-jev-zefan-2b",
    "open-jev-zefan-27b-v1.1",
    "raw-phi-4-mini",
    "simplejev-qwen3.5-0.8b",
    "smalljev",
    "kev-0.6b",
    "opendecision",
    "mghafiri-qwen3.5-0.8b-decision-model",
    "deem-0.8-v1",
    "decision-fast",
    "quyet-1-0-small-en",
    "fastino-gliner-2-5-decide",
    "laya-typed-decisions",
    "openjev-verdict-1.4",
    "raw-qwen3-0.6b",
    "lev-350m",
    "raw-qwen3-1.7b",
    "kev-0.5b",
    "openjev-verdict",
    "quyet-1-0-small",
    "quyet-1-0-tiny",
    "open-jev-deberta-v3-large",
    "verdict-small",
    "laya",
    "mxbai-rerank-base-v2",
    "laya-multilingual",
    "certo",
    "clm-8b",
    "bge-reranker-v2-m3",
    "gte-reranker-modernbert-base",
    "mirror",
    "open-jev-json-canvas-joshuasp"
   ],
   "leader_wording": null,
   "markers": []
  }
 },
 "v16": {
  "a2_supplement": {
   "counts": {
    "A": 300,
    "P": 300,
    "S": 300,
    "api_input": 600,
    "api_smoke_public": 5,
    "core": 0,
    "selfhosted_input": 600
   },
   "release": "v1.6.0-A2",
   "set_manifest_sha256": {
    "A": "380f76186ec6e09130154579c6ae1db0eebd1cae1b219339ad7429458c177f5d",
    "P": "6b2321f8359d87769a95c8e52135542d95ccdc353197e1e5c96abb9b616ce5ba",
    "S": "380f76186ec6e09130154579c6ae1db0eebd1cae1b219339ad7429458c177f5d"
   },
   "supplement_of": "v1.6.0"
  },
  "capability_formula": "mean(Intelligence, Calibration)",
  "counts": {
   "A": 300,
   "P": 300,
   "S": 1200,
   "api_input": 600,
   "api_smoke_public": 5,
   "core": 900,
   "selfhosted_input": 1500
  },
  "equating": {
   "equating_flag": null,
   "min_pool": 5,
   "offsets": {
    "C": 2.3428887908654588,
    "I": -2.209917383979878
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   "rule": "median over complete full-coverage self-hosted systems of metric(S u P) - metric(A u P), per metric (Intelligence, Calibration); API value = clip(raw_A + offset)",
   "pool_note": "Median over the complete full-coverage self-hosted systems of this run (at least five required)."
  },
  "equating_A2": {
   "G_med_A2_basis_P_vs_A2": 3.824932047119341,
   "diagnostic_main_A_offset_same_systems": {
    "C": 1.9486117388517954,
    "I": -4.381056886943014
   },
   "equating_flag": null,
   "offset_bootstrap_B": 200,
   "offsets": {
    "C": 1.5638258868659562,
    "I": -0.2887166717454388
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   "per_system": {
    "hopper": {
     "C_A2": 87.82068552843725,
     "C_A_main": 87.40904942545944,
     "C_S": 90.07902805935959,
     "I_A2": 34.77120638990772,
     "I_A_main": 41.88389851544817,
     "I_S": 34.73970870443837,
     "dC": 2.2583425309223344,
     "dI": -0.03149768546934695
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    "kev-0.6b": {
     "C_A2": 68.46161035185293,
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    "kev-4b": {
     "C_A2": 68.65918994957973,
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     "I_A_main": 25.023085194237723,
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     "dC": -0.20633058554413708,
     "dI": -0.04811347472411853
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    "kev-8b": {
     "C_A2": 61.3782880436933,
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     "I_A2": 26.42642690493986,
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     "dC": 9.377884865027895,
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    "localjev-qwen3.5-4b": {
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    "malkuth-4b": {
     "C_A2": 83.46678991361165,
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    "metask-jev-4b": {
     "C_A2": 79.1415556283946,
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    "raw-phi-4-mini": {
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    "raw-qwen3-1.7b": {
     "C_A2": 11.425912172792259,
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    "raw-qwen3-4b-instruct-2507": {
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     "dI": -1.7407170130104106
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    "typecastlm": {
     "C_A2": 76.627802179825,
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   },
   "pool": [
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    "kev-4b",
    "kev-8b",
    "localjev-qwen3.5-4b",
    "malkuth-4b",
    "metask-jev-4b",
    "raw-phi-4-mini",
    "raw-qwen3-1.7b",
    "raw-qwen3-4b-instruct-2507",
    "raw-qwen3-8b",
    "typecastlm"
   ],
   "pool_n": 12,
   "rule": "median over the A2 pool of metric(S u P, main run) - metric(A2 u P, A2 run), per metric; API A2 value = clip(raw_A2 + offset_A2)",
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     "rows": 600,
     "status": "complete"
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     "answered_ok": 594,
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     "rows": 600,
     "status": "complete"
    },
    "kev-8b": {
     "answered_ok": 594,
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     "rows": 600,
     "status": "complete"
    },
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    },
    "malkuth-4b": {
     "answered_ok": 594,
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    },
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    "raw-phi-4-mini": {
     "answered_ok": 594,
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    "raw-qwen3-1.7b": {
     "answered_ok": 594,
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    "raw-qwen3-4b-instruct-2507": {
     "answered_ok": 594,
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     "status": "complete"
    },
    "raw-qwen3-8b": {
     "answered_ok": 594,
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     "rows": 600,
     "status": "complete"
    },
    "typecastlm": {
     "answered_ok": 600,
     "missing": 0,
     "rows": 600,
     "status": "complete"
    }
   }
  },
  "g_med_rule": "median gap over ranked self-hosted systems; API systems use the same systems' P-vs-A gap",
  "offset_bootstrap_B": 200,
  "release": "v1.6.0",
  "scorer_sources_sha256": {
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   "score_v15.py": "0931e05c6410b1b971201834397cb609cdb25f942723c50375632952f6dcc447",
   "score_v15_headlineA.py": "826f2cbcb57007ec8a161e6eb0111182b8a656c0638027c6c78022a858fd8e2c",
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  "scoring_parameters": {
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   "noul_method": "O1S",
   "only": null,
   "seed": 16,
   "test_allow_partial": false,
   "workers": 10
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  "set_manifest_sha256": {
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    "items": 1200,
    "by_type": {
     "choice": 600,
     "noul": 300,
     "score": 300
    },
    "answered_by": "self-hosted systems only (run offline on our own GPU pods or Sandy)"
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    "items": 300,
    "by_type": {
     "choice": 150,
     "noul": 75,
     "score": 75
    },
    "answered_by": "self-hosted systems and externally hosted APIs"
   },
   {
    "set": "P",
    "name": "Public set",
    "items": 300,
    "by_type": {
     "choice": 150,
     "noul": 75,
     "score": 75
    },
    "answered_by": "every system"
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  "applied": "O1S",
  "decisive_source_sha256": "84cfc6ae77fe9f37272b9a038187023614a242cbc83e782608c4479aeb36acc1"
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    "Emphasis on Accuracy 60:20:20": 69.28473442746802,
    "Emphasis on Cost 20:20:60": 59.18115107083417,
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    "Emphasis on Accuracy 60:20:20": 32.951561673121084,
    "Emphasis on Cost 20:20:60": 38.48641935280616,
    "Emphasis on Speed 20:60:20": 44.60450802438203,
    "Intelligence only": 27.401820493332366
   },
   "model_pin": null,
   "last_measured_on": null,
   "measurement_date_status": "unknown",
   "measured_in": "v1.6.0",
   "noul_decisive": {
    "supported": true,
    "decisive_rate": 0.74,
    "acc_among_decisive": 0.8648648648648649,
    "valid": 150
   },
   "provenance": {
    "kind": "v1.6.0 full re-measure (score-overnight-12/out-O1S, O1S)",
    "carried_metadata_from": "author submission"
   },
   "class": "decision-api",
   "open": "no",
   "licence": "proprietary hosted API",
   "repo": "https://wity.alphanimble.com/",
   "endpoint_condition": "operator's hosted production API, measured as is; API default is off, our request sets reasoning=off; labelled configuration variant. The first approximately 70 decisions ran alongside two other streams; the remainder ran alone.",
   "underlying": "Qwen3.6-35B-A3B (operator self-reported; not independently verified)",
   "adapter_id": "run/wity-1-off.spec.json:wity_reasoning_adapter.WityReasoningAdapter",
   "api_exposure_note": "API measurement: the operator's endpoint received sealed item text, without answers.",
   "alt": {
    "label": "Qwen3.6-35B-A3B base-model reference price",
    "note": "Operator self-reported base, not independently verified; frozen Qwen/Qwen3.6-35B-A3B reference USD 0.15/M input and 1.00/M output, applied to the same measured tokens.",
    "usd_per_1000": 0.08721059113300492,
    "axes": {
     "calibration": 83.45289319036758,
     "cost": 41.78292309262718,
     "intelligence": 60.40492797149856,
     "speed": 87.66397534612332
    }
   }
  }
 ],
 "not_measured": [
  {
   "key": "autojev-27b-rtxpro6000-a2",
   "display": "AutoJev-27B (RTX PRO 6000)",
   "author": "unknown",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/denis-pplx/autojev-27b"
  },
  {
   "key": "bosun-v31-0.6b",
   "display": "Bosun v3.1 0.6B",
   "author": "Clause Logic",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/Hanno-Labs/bosun-v3.1-0.6b"
  },
  {
   "key": "classifier-dev-fast",
   "display": "classifier.dev (fast tier)",
   "author": "mrmps (@michael_chomsky)",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://classifier.dev"
  },
  {
   "key": "decision-machine-1",
   "display": "decision-machine-1 (milliseconds.ai)",
   "author": "milliseconds.ai (Baptiste Laget)",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://www.milliseconds.ai"
  },
  {
   "key": "deepseek-flash",
   "display": "DeepSeek V4.1 Flash (thinking default)",
   "author": "DeepSeek",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/deepseek-flash"
  },
  {
   "key": "gemini-3.1-flash-lite",
   "display": "Gemini 3.1 Flash-Lite",
   "author": "Google",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/gemini-3.1-flash-lite"
  },
  {
   "key": "gliner2",
   "display": "GLiNER2 (Fastino, gliner2.5-base)",
   "author": "Fastino",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/fastino-ai/GLiNER2"
  },
  {
   "key": "gliner2-large",
   "display": "GLiNER2 large (Fastino)",
   "author": "Fastino",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/fastino/gliner2-large-v1"
  },
  {
   "key": "gliner2.5-multi",
   "display": "GLiNER2.5 multi (Fastino, 287M)",
   "author": "Fastino",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/fastino/gliner2.5-multi-v1"
  },
  {
   "key": "gliner2.5-small",
   "display": "GLiNER2.5 small (Fastino, 74M)",
   "author": "Fastino",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/fastino/gliner2.5-small-v1"
  },
  {
   "key": "gpt-5.6-luna",
   "display": "GPT-5.6 Luna (low reasoning effort)",
   "author": "OpenAI",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/gpt-5.6-luna"
  },
  {
   "key": "gpt-6-luna",
   "display": "GPT-6 Luna (default medium reasoning effort)",
   "author": "OpenAI",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/gpt-6-luna"
  },
  {
   "key": "gpt-6-luna-low",
   "display": "GPT-6 Luna (low reasoning effort)",
   "author": "OpenAI",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/gpt-6-luna-low"
  },
  {
   "key": "instinct",
   "display": "Instinct (ZooWork, Qwen3.8-27B)",
   "author": "rayrain-srp (ZooWork)",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/fstandhartinger/jevbench/issues/69"
  },
  {
   "key": "instinct-dual-4b",
   "display": "Instinct Dual 4B",
   "author": "ZooWork / pierre-srp",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/fstandhartinger/jevbench/issues/123"
  },
  {
   "key": "jeff",
   "display": "jeff (Logan Markewich, GLiFormer 400M)",
   "author": "Logan Markewich",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/logan-markewich/jeff"
  },
  {
   "key": "jevact",
   "display": "JevAct (einptein, jev1-2b-v2)",
   "author": "einptein",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/fstandhartinger/jevbench/issues/66"
  },
  {
   "key": "jobe-qwen3.5-4b",
   "display": "Jobe Qwen3.5-4B (frozen)",
   "author": "MantisShrimpdev",
   "addendum": null,
   "status": "not measured",
   "reason": "No v1.6.0 score. Prior v1.5.6 catalogue: no official score was published.",
   "repo": "https://benchmarkheaven.com/jev-models/jobe-qwen3.5-4b"
  },
  {
   "key": "kushal-gemma4-31b-it-autoloops",
   "display": "Autoloops – Gemma 4 31B IT",
   "author": "Autoloops",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/kushal-gemma4-31b-it-autoloops"
  },
  {
   "key": "mica-v01-4b",
   "display": "mica-v01-4b",
   "author": "unknown",
   "addendum": {
    "id": "A1",
    "release": "v1.5",
    "label": "v1.5 roster addendum A1"
   },
   "status": "not measured",
   "reason": "No v1.6.0 score. Prior v1.5.6 catalogue: The frozen refusal policy stopped the run after 1,088 of 1,624 rows: 27 documented refusals were mapped to HTTP 422, then three consecutive passthrough HTTP 400 refusals triggered exit 6. The remaining 536 rows have no scores, so this system is not eligible for an official rank.",
   "repo": "https://benchmarkheaven.com/jev-models/mica-v01-4b"
  },
  {
   "key": "needle-3",
   "display": "Needle 3 (Cactus, 2-bit, local CPU)",
   "author": "Cactus Compute",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/cactus-compute/needle"
  },
  {
   "key": "needle-3-tools",
   "display": "Needle 3, options as tools (post-hoc adapter mode)",
   "author": "Cactus Compute",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/cactus-compute/needle"
  },
  {
   "key": "ninfer-qwen3.8-27b-t1.5",
   "display": "NInfer Qwen3.8-27B NVFP4 (T=1.5)",
   "author": "Igor L. / NInfer contributors",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/igorls/ninfer"
  },
  {
   "key": "openjev-razorback16",
   "display": "OpenJev (DiffusionGemma 26B-A4B NVFP4, razorback16)",
   "author": "razorback16 / Codiv",
   "addendum": null,
   "status": "not measured",
   "reason": "No v1.6.0 score. Prior v1.5.6 catalogue: no official score was published.",
   "repo": "https://benchmarkheaven.com/jev-models/openjev-razorback16"
  },
  {
   "key": "openjev-sglang",
   "display": "openjev-sglang (Qwen3.6-35B-A3B on SGLang)",
   "author": "ekzhang",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/ekzhang/openjev-sglang"
  },
  {
   "key": "qwen3.8-27b",
   "display": "Qwen3.8 27B (Chutes TEE)",
   "author": "Qwen / Chutes",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://benchmarkheaven.com/jev-models/qwen3.8-27b"
  },
  {
   "key": "reflex-27b",
   "display": "reflex-27b (Qwen3.8-27B)",
   "author": "kshetrajna12",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/kshetrajna12/reflex"
  },
  {
   "key": "simplejev-qwen3.6-35b-a3b",
   "display": "SimpleJev Qwen3.6-35B-A3B",
   "author": "Featherless AI",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/featherless-ai/simple-jev"
  },
  {
   "key": "simplejev-qwen3.8-27b",
   "display": "SimpleJev Qwen3.8-27B",
   "author": "Featherless AI",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/featherless-ai/simple-jev"
  },
  {
   "key": "surogate-rune-26b-a4b-v3-rtxpro6000-a2",
   "display": "Surogate Rune 26B-A4B v3 (RTX PRO 6000)",
   "author": "unknown",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://huggingface.co/api/models/surogate/rune-26b-a4b-GGUF"
  },
  {
   "key": "system-one-open",
   "display": "system-one-open (Gemma 4 E2B LoRA on an L4)",
   "author": "mithalouni",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/mithalouni/system-one-open"
  },
  {
   "key": "vansa-3.4",
   "display": "Vansa-3.4 (Vansa, hosted System One API)",
   "author": "Vansa",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on v1.6.0; the latest published score is shown separately with its date.",
   "repo": "https://vansa.org"
  },
  {
   "key": "von-395m",
   "display": "Von (wfzyx, Option-Marker 395M)",
   "author": "wfzyx (Victor Hugo)",
   "addendum": null,
   "status": "not measured",
   "reason": "Not measured on the v1.6.0 pool.",
   "repo": "https://github.com/wfzyx/von"
  }
 ],
 "roster_count": 127,
 "overnight": {
  "round": "score-overnight-12",
  "scored_utc": "2026-10-05 09:06:16 UTC",
  "a2_note": "The original API subset A is retired after exposure to two providers. Newly measured hosted APIs use a fresh supplementary A2 draw of 300 sealed items (150 Choice, 75 Noul, 75 Score), disjoint from S and P, with the seed committed before the draw, plus the same public P300. A2 has reached four external entities, including hosting proxies, and is retired for future draws. API A2 scores are equated using the median S+P minus A2+P offset over 12 self-hosted systems: Intelligence -0.29, Calibration +1.56. That pool leans toward weaker systems; its main-A offset differs from the full-pool offset by about 1.8 Intelligence points, so strong API rows may have roughly ±2 points of equating bias. Bootstrap intervals cover pool resampling, not this selection effect. A2 topic and use-case radar cells cover P300 only because sealed A2 items have no topic labels; cells under 15 items are omitted. Family and language cells cover A2+P600. Sage 1.3.0 uses the fresh supplementary A3 subset: 300 never-exposed sealed items plus the same public P300, equated over 15 self-hosted systems (Intelligence offset +1.34, Calibration +3.72). A3 was sent to TypeSafe and Levanto and is now retired. Sage category and language cells cover public P300 only, with cells under 15 items omitted.",
  "notes": [
   "Scores are the official v1.6.0 scorer (score_v16.py, method option B / O1S, bootstrap B = 1,000) over complete outputs only; each scoring round is kept separately.",
   "Hosted APIs are scored on their API subset plus P and equated to the self-hosted scale; under the exposure rule the v1.6.0 subset A is retired, so newly measured APIs use a fresh supplementary draw.",
   "GPU-class deviations: reproducible recipes used the hardware listed per row, including H100 for large fast-lane decoders and RTX 6000 for the baseline; hardware differences remain in measured latency. The standard x2 + 0.15 s self-hosted adjustment is an assumption, not a hardware normalization.",
   "Jev-class caps use a fixed reference: Jev 1.13.0 as measured in v1.5 (p50 0.62 s, USD 0.0323 per 1k answers); caps = 2x (1.23 s, USD 0.0646). Jev's own v1.6 p50 is 0.24 s. Wity auto remains outside the latency cap and stays ranked in Composite A. OFF and ALWAYS are unranked variants of the AUTO main row.",
   "6 further measured candidates await a separate publication decision.",
   "Sage 1.3.0 (Levanto Labs) was measured on 5 Oct from Sandy (Helsinki), text only. Cost uses the Levanto list tariff (USD 0.05/M input, USD 10/M output; levanto.ai/pricing, read 5 Oct) over all 600 answered rows: USD 0.0766/1,000 decisions. It exceeds the frozen Jev-class cost cap and is excluded from the Capability headline.",
   "A fresh Monday Jev 1.13.0 re-check on A3 measured p50 0.239 s and equated Capability 77.5 versus the official 76.5, within the confidence interval; the official v1.6.0 Jev row is retained."
  ],
  "exposure": {
   "wity-1-auto": {
    "display": "wity-1-auto (wity via railway)",
    "sealed_items_exposed": 300,
    "draws": "A2 (300 sealed) + P (300 public)",
    "note": "measured on v1.6.0 A2 u P"
   },
   "wity-1-off": {
    "display": "wity-1-off (wity via railway)",
    "sealed_items_exposed": 300,
    "draws": "A2 (300 sealed) + P (300 public)",
    "note": "measured on v1.6.0 A2 u P"
   },
   "wity-1-always": {
    "display": "wity-1-always (wity via railway)",
    "sealed_items_exposed": 300,
    "draws": "A2 (300 sealed) + P (300 public)",
    "note": "measured on v1.6.0 A2 u P"
   },
   "jev-1.13.0": {
    "display": "jev-1.13.0 (typesafe)",
    "sealed_items_exposed": 600,
    "draws": "A (300 sealed, official) + A3 (300 sealed, re-check) + P (300 public)",
    "note": "official A measurement retained; 5 Oct A3 re-check confirmed it; A3 now retired"
   },
   "fastino-gliner-2-5-decide": {
    "display": "fastino-gliner-2-5-decide (fastino)",
    "sealed_items_exposed": 300,
    "draws": "A (300 sealed) + P (300 public)",
    "note": "measured on v1.6.0 A u P"
   },
   "gpt-6-luna": {
    "display": "gpt-6-luna (openai)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "gpt-6-luna-low": {
    "display": "gpt-6-luna-low (openai)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "gpt-5.6-luna": {
    "display": "gpt-5.6-luna (openai)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "gemini-3.1-flash-lite": {
    "display": "gemini-3.1-flash-lite (google)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "deepseek-flash": {
    "display": "deepseek-flash (deepseek)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "qwen3.8-27b": {
    "display": "qwen3.8-27b (chutes)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "decision-machine-1": {
    "display": "decision-machine-1 (milliseconds.ai)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "classifier-dev-fast": {
    "display": "classifier-dev-fast (classifier.dev)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "vansa-3.4": {
    "display": "vansa-3.4 (vansa)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "kushal-gemma4-31b-it-autoloops": {
    "display": "kushal-gemma4-31b-it-autoloops (autoloops)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "system-one-open": {
    "display": "system-one-open (modal via modal)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "openjev-sglang": {
    "display": "openjev-sglang (modal via modal)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "instinct": {
    "display": "instinct (zoowork)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "instinct-dual-4b": {
    "display": "instinct-dual-4b (zoowork)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "simplejev-qwen3.8-27b": {
    "display": "simplejev-qwen3.8-27b (featherless)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "simplejev-qwen3.6-35b-a3b": {
    "display": "simplejev-qwen3.6-35b-a3b (featherless)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "jevact": {
    "display": "jevact (jevact)",
    "sealed_items_exposed": 0,
    "draws": "v1.5 sealed-720 (retired for scoring)",
    "note": "carried: last measured on v1.5 (API-exposure rule; not due / not in tonight's scope)"
   },
   "sage-1.3.0": {
    "display": "Sage 1.3.0 (Levanto Labs)",
    "sealed_items_exposed": 300,
    "draws": "A3 (300 sealed) + P (300 public)",
    "note": "measured 5 Oct 2026; A3 exposed to TypeSafe and Levanto, now retired"
   }
  }
 }
}
