{
 "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": 1.3739536474580891,
  "noul": 2.9113063656843745,
  "score": 2.4130090616010436
 },
 "temperature_per_bucket": {
  "choice": {
   "2-10": 1.7817974362806785,
   "11-26": 1.189207115002721,
   "27-255": 1.0442737824274138
  }
 },
 "thresholds": {
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   "per_type": {
    "choice": {
     "confidence": null,
     "heldout_coverage": 0.0,
     "heldout_error": null
    },
    "noul": {
     "confidence": null,
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    },
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    }
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   "heldout_coverage": 0.0,
   "heldout_error": null
  },
  "0.05": {
   "confidence": null,
   "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": 0.9286868153250845,
     "heldout_coverage": 0.3958228061310426,
     "heldout_error": 0.024042553191489402
    },
    "noul": {
     "confidence": 0.8781293507775572,
     "heldout_coverage": 0.3791863765373699,
     "heldout_error": 0.025449101796407136
    },
    "score": {
     "confidence": null,
     "heldout_coverage": 0.010745466756212223,
     "heldout_error": 0.21875
    }
   },
   "heldout_coverage": 0.33450861598053333,
   "heldout_error": 0.025385985748218487
  }
 },
 "gates": {
  "ece_lofo": {
   "choice": {
    "pooled": 0.014017515750226483,
    "n": 11874,
    "gate": 0.05,
    "pass": true
   },
   "noul": {
    "pooled": 0.036824358355951686,
    "n": 5285,
    "gate": 0.05,
    "pass": true
   },
   "score": {
    "pooled": 0.03437115639927046,
    "n": 2978,
    "gate": 0.05,
    "pass": true
   }
  },
  "ece_worst_fold": 0.12806117595026437,
  "worst_fold": "agent",
  "automated_at": {
   "0.01": 0.0,
   "0.05": 0.33450861598053333
  },
  "automated_error": {
   "0.01": null,
   "0.05": 0.025385985748218487
  },
  "note": "held-out numbers: every evaluation row predicted by the fit without its family"
 },
 "test": {
  "T": {
   "choice": {
    "acc": 0.7825501094829038,
    "ece": 0.014634286980745098,
    "n": 11874
   },
   "noul": {
    "acc": 0.8297067171239356,
    "ece": 0.03698786735263829,
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   },
   "score": {
    "acc": 0.6064472800537274,
    "ece": 0.036633175755623124,
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   },
   "all": {
    "acc": 0.7688831504196255,
    "ece": 0.021431324576755978,
    "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, ModelOpt FP8 package (recipe b2)"
 },
 "certified_on": "the same split",
 "evaluated_on": "development and test splits, leave-one-family-out and leave-one-language-out"
}