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Reasoning on BBH (Brier Score)

9.26Brier Score (BBH)CAGE-CAL
8.674812.624916.57520.5251May 28, 2026

Evaluation results

MethodLinks
CAGE-CALCalibration category=Trained calibrators2026.059.26
DiscoUQ-LLMCalibration category=Trained calibrators2026.0517.57
+ IsotonicCalibration category=Post-hoc plurality calibrators2026.0517.73
+ PlattCalibration category=Post-hoc plurality calibrators2026.0517.97
+ Scaling-bin.Calibration category=Post-hoc plurality calibrators2026.0517.98
Scalar + GBTCalibration category=Trained calibrators2026.0518.11
Collab. Cal.Calibration category=LLM-elicited confidence estimators2026.0518.26
LLM-Cal (no topo)Calibration category=LLM-elicited confidence estimators2026.0519.37
LLM-Cal (+topo)Calibration category=LLM-elicited confidence estimators2026.0519.4
GraphCalCalibration category=Trained calibrators2026.0520.18
Plurality shareCalibration category=Post-hoc plurality calibrators2026.0523.89