Mathematical Question Answering on MATH 500

0.0202Brier ScoreGUPO + SAGE

Evaluation results

Method
GUPO + SAGE2026.06	0.0202	0.0238	0.463	0.613	0.717	0.74
GUPO + Kernel Language Entropy2026.06	0.0205	0.0348	0.451	0.588	0.7	0.72
CSFT2026.06	0.064	0.143	0.5	0.625	0.7	0.74
LoVeC-DPO2026.06	0.121	0.22	0.352	0.6	0.633	0.66
GUPO + Semantic Entropy2026.06	0.19	0.282	0.426	0.575	0.65	0.72
CoT + DCA2026.06	0.287	0.479	0.074	0.588	0.567	0.58
Direct Verbalized2026.06	0.359	0.546	0.246	0.563	0.617	0.66
Direct Verbalized + DCA2026.06	0.388	0.578	0.171	0.55	0.617	0.58
CoT2026.06	0.396	0.582	0.175	0.588	0.617	0.6