{
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 "orders": 2,
 "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": {
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  "noul": 1.8077142767822016,
  "score": 1.7817974362806785
 },
 "temperature_per_bucket": {
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   "27-255": 0.805245165974627
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 },
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   "per_type": {
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    },
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   "per_type": {
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     "heldout_coverage": 0.04135085059794509,
     "heldout_error": 0.010183299389002087
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   },
   "heldout_coverage": 0.05263941997318369,
   "heldout_error": 0.006603773584905714
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 },
 "gates": {
  "ece_lofo": {
   "choice": {
    "pooled": 0.03552901963898983,
    "n": 11874,
    "gate": 0.05,
    "pass": true
   },
   "noul": {
    "pooled": 0.020483490631501188,
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   },
   "score": {
    "pooled": 0.009868532056588154,
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    "gate": 0.05,
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   }
  },
  "ece_worst_fold": 0.10641607620521439,
  "worst_fold": "agent",
  "automated_at": {
   "0.01": 0.0,
   "0.05": 0.05263941997318369
  },
  "automated_error": {
   "0.01": null,
   "0.05": 0.006603773584905714
  },
  "note": "held-out numbers: every evaluation row predicted by the fit without its family"
 },
 "test": {
  "T": {
   "choice": {
    "acc": 0.7091965639211724,
    "ece": 0.03517645160708048,
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   },
   "noul": {
    "acc": 0.7496688741721854,
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   "score": {
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   "all": {
    "acc": 0.6919104136663853,
    "ece": 0.02142799871209621,
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   }
  },
  "note": "evaluation pool (development and test splits), full fit"
 },
 "n": {
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  "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": 2,
  "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"
}