{
 "prompt": 2,
 "orders": 1,
 "method": "temperature per question type and per option-count bucket (choice), by NLL, fitted on the out-of-distribution calibration split only; thresholds per type: the most permissive threshold whose accepted calibration decisions have a one-sided 95% Clopper-Pearson upper bound <= max_error; a type without one defers",
 "temperature_per_prim": {
  "choice": 2.996614153753363,
  "noul": 7.999999999999998,
  "score": 4.756828460010884
 },
 "temperature_per_bucket": {
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 },
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   "per_type": {
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    },
    "noul": {
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  },
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   "method": "per type: the most permissive threshold whose accepted calibration decisions have a one-sided 95% Clopper-Pearson upper bound <= max_error; a type without one defers",
   "per_type": {
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   },
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 },
 "gates": {
  "ece_lofo": {
   "choice": {
    "pooled": 0.0606221052989346,
    "n": 7229,
    "gate": 0.05,
    "pass": false
   },
   "noul": {
    "pooled": 0.05231366996904953,
    "n": 3197,
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   },
   "score": {
    "pooled": 0.0740364665334774,
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   }
  },
  "ece_worst_fold": 0.12149008840247141,
  "worst_fold": "agent",
  "automated_at": {
   "0.01": 0.0,
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  },
  "automated_error": {
   "0.01": null,
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  },
  "note": "held-out numbers: every evaluation row predicted by the fit without its family"
 },
 "test": {
  "T": {
   "choice": {
    "acc": 0.6067229215659151,
    "ece": 0.05329490346712401,
    "n": 7229
   },
   "noul": {
    "acc": 0.737566468564279,
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   },
   "score": {
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   },
   "all": {
    "acc": 0.6354819456878543,
    "ece": 0.0323180305717361,
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   }
  },
  "note": "evaluation pool (development and test splits), full fit"
 },
 "n": {
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  "many": 885,
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 },
 "engine": "think",
 "fitted_on": {
  "split": "out-of-distribution calibration split (sealed-seed BH-, JDI- and agent-shaped families, many-option items)",
  "orders": 1
 },
 "certified_on": "the same split",
 "evaluated_on": "development and test splits, leave-one-family-out and leave-one-language-out"
}