Question Answering on TruthfulQA (Brier Score)
13.57Brier ScoreCAGE-CAL
Evaluation Results
| Method | Links | |
|---|---|---|
| CAGE-CALCalibration category=Trained calibrators2026.05 | 13.57 | |
| DiscoUQ-LLMCalibration category=Trained calibrators2026.05 | 15.31 | |
| + Scaling-bin.Calibration category=Post-hoc plurality calibrators2026.05 | 16.06 | |
| + PlattCalibration category=Post-hoc plurality calibrators2026.05 | 16.36 | |
| + IsotonicCalibration category=Post-hoc plurality calibrators2026.05 | 16.45 | |
| Scalar + GBTCalibration category=Trained calibrators2026.05 | 17.49 | |
| Plurality shareCalibration category=Post-hoc plurality calibrators2026.05 | 24.52 | |
| GraphCalCalibration category=Trained calibrators2026.05 | 28.32 | |
| Collab. Cal.Calibration category=LLM-elicited confidence estimators2026.05 | 44.21 | |
| LLM-Cal (+topo)Calibration category=LLM-elicited confidence estimators2026.05 | 46.51 | |
| LLM-Cal (no topo)Calibration category=LLM-elicited confidence estimators2026.05 | 46.9 |