{
 "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": 1.3939382634489992,
  "noul": 2.82842712474619,
  "score": 2.44810708660931
 },
 "temperature_per_bucket": {
  "choice": {
   "2-10": 1.8340080864093422,
   "11-26": 1.241857812073484,
   "27-255": 1.059463094359295
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 },
 "thresholds": {
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   "per_type": {
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     "confidence": null,
     "heldout_coverage": 0.0,
     "heldout_error": null
    },
    "noul": {
     "confidence": null,
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    },
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   "heldout_coverage": 0.0,
   "heldout_error": null
  },
  "0.05": {
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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": {
    "choice": {
     "confidence": 0.9322699589043795,
     "heldout_coverage": 0.3940542361462018,
     "heldout_error": 0.023936738619363074
    },
    "noul": {
     "confidence": 0.8915736513972552,
     "heldout_coverage": 0.37426679280983915,
     "heldout_error": 0.020222446916076886
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    "score": {
     "confidence": null,
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     "heldout_error": 0.22857142857142854
    }
   },
   "heldout_coverage": 0.33232358345334456,
   "heldout_error": 0.02390914524805743
  }
 },
 "gates": {
  "ece_lofo": {
   "choice": {
    "pooled": 0.012308234464218113,
    "n": 11874,
    "gate": 0.05,
    "pass": true
   },
   "noul": {
    "pooled": 0.03186722948382228,
    "n": 5285,
    "gate": 0.05,
    "pass": true
   },
   "score": {
    "pooled": 0.030276060779249152,
    "n": 2978,
    "gate": 0.05,
    "pass": true
   }
  },
  "ece_worst_fold": 0.1014424717632049,
  "worst_fold": "agent",
  "automated_at": {
   "0.01": 0.0,
   "0.05": 0.33232358345334456
  },
  "automated_error": {
   "0.01": null,
   "0.05": 0.02390914524805743
  },
  "note": "held-out numbers: every evaluation row predicted by the fit without its family"
 },
 "test": {
  "T": {
   "choice": {
    "acc": 0.7870136432541688,
    "ece": 0.014067322629837065,
    "n": 11874
   },
   "noul": {
    "acc": 0.8306527909176916,
    "ece": 0.03343366640192696,
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   },
   "score": {
    "acc": 0.6040967092008059,
    "ece": 0.02988934980023047,
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   },
   "all": {
    "acc": 0.771415801757958,
    "ece": 0.01582616023538169,
    "n": 20137
   }
  },
  "note": "evaluation pool (development and test splits), full fit"
 },
 "n": {
  "fit": 3560,
  "many": 1500,
  "eval": 20137
 },
 "engine": "fast",
 "fitted_on": {
  "split": "out-of-distribution calibration split (sealed-seed BH-, JDI- and agent-shaped families, many-option items)",
  "orders": 1,
  "readouts": "basal-serve --mode fast, bf16"
 },
 "certified_on": "the same split",
 "evaluated_on": "development and test splits, leave-one-family-out and leave-one-language-out"
}