Text Classification
GGUF
ollaya
ollama
trainaya
decision-model
system-1
llm-logits-v1
calibrated
ministral
conversational
push-3b / calibration.json
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{
"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)"
}