Mathematical Reasoning on MATH (test) (Acc, AUROC, ECE, Brier) benchmark leaderboard · SOTA2 Research

Mathematical Reasoning on MATH (test) (Acc, AUROC, ECE, Brier)

0.5578AccuracySTaR + Slow Thinking (ICL)

Evaluation Results

Method	Links
STaR + Slow Thinking (ICL)2026.01		0.5578	0.796	0.15	0.131	0.232
EPICAR + Slow Thinking (ICL)2026.01		0.5556	0.78	0.107	0.148	0.22
Base Model + Slow Thinking (ICL)2026.01		0.5516	0.673	0.134	0.065	0.251
STaR + Slow Thinking (ICL)2026.01		0.5452	0.659	0.19	0.032	0.271
EPICAR2026.01		0.4976	0.797	0.131	0.088	0.206
EPICAR + Model Merging2026.01		0.4972	0.769	0.123	0.103	0.217
STaR2026.01		0.4952	0.71	0.179	0.117	0.258
STaR + Model Merging2026.01		0.4808	0.712	0.19	0.122	0.261
Base Model2026.01		0.4586	0.727	0.196	0.121	0.259
EPICAR + Model Merging2026.01		0.4354	0.826	0.176	0.164	0.211
EPICAR2026.01		0.435	0.835	0.137	0.139	0.193
STaR2026.01		0.432	0.765	0.273	0.154	0.283
EPICAR + Model Merging2026.01		0.4308	0.543	0.161	0.018	0.27
STaR + Slow Thinking (ICL)2026.01		0.4298	0.617	0.042	0.049	0.239
STaR + Model Merging2026.01		0.4258	0.784	0.24	0.168	0.263
EPICAR2026.01		0.4234	0.637	0.297	0.079	0.323
STaR + Model Merging2026.01		0.4202	0.413	0.111	0.072	0.257
Base Model2026.01		0.4144	0.408	0.101	0.074	0.255
Base Model + Slow Thinking (ICL)2026.01		0.4134	0.601	0.091	0.101	0.245
EPICAR + Slow Thinking (ICL)2026.01		0.4106	0.82	0.126	0.08	0.186
Base Model2026.01		0.4066	0.676	0.093	0.093	0.232
STaR2026.01		0.3816	0.43	0.124	0.102	0.257
EPICAR + Slow Thinking (ICL)2026.01		0.3206	0.631	0.204	0.054	0.253
Base Model + Slow Thinking (ICL)2026.01		0.2798	0.755	0.275	0.269	0.24