{
  "temperature": [
    1.843,
    2.1509,
    1.0447
  ],
  "temperature_by_options": {
    "noul:2": 1.0447,
    "score:3-5": 2.1509,
    "choice:2": 1.843,
    "choice:3-5": 1.8658,
    "choice:6-10": 1.7508,
    "choice:11+": 1.5465
  },
  "temperature_range": [
    0.25,
    16.0
  ],
  "baseline_accuracy": {
    "total": 0.6289,
    "choice": 0.5714,
    "score": 0.4099,
    "noul": 0.775
  },
  "oof_accuracy": {
    "total": 0.683,
    "choice": 0.6446,
    "score": 0.516,
    "noul": 0.7876
  },
  "post_quant_accuracy": {
    "total": 0.683,
    "choice": 0.6446,
    "score": 0.516,
    "noul": 0.7876
  },
  "trained_samples": 3050,
  "source": "Trainaya Multi-Stage GGUF Decision Trainer (55/45 Kernel Ridge + Masked Softmax KL+Brier+RPS AdamW, 5-Fold OOF Calibrated)"
}