Math Reasoning on Average (MATH500, AMC23, AIME25)
53.5Mean@32GRPO + Entrocraft
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GRPO + EntrocraftRL algorithm=GRPO, Entropy-preserving method=Entrocraft, Temperature=0.6, Answers per question=322026.04 | 53.5 | 78.2 | |
| GSPO + EntrocraftRL algorithm=GSPO, Entropy-preserving method=Entrocraft, Temperature=0.6, Answers per question=322026.04 | 49.8 | 75.7 | |
| GRPO + Clip-CovRL algorithm=GRPO, Entropy-preserving method=Clip-Cov, Temperature=0.6, Answers per question=322026.04 | 48.2 | 71.7 | |
| GSPO + Entropy LossRL algorithm=GSPO, Entropy-preserving method=Entropy Loss, Temperature=0.6, Answers per question=322026.04 | 47.5 | 73.8 | |
| GRPO + Clip-HigherRL algorithm=GRPO, Entropy-preserving method=Clip-Higher, Temperature=0.6, Answers per question=322026.04 | 47.4 | 75.5 | |
| GSPORL algorithm=GSPO, Temperature=0.6, Answers per question=322026.04 | 47.4 | 72 | |
| GRPORL algorithm=GRPO, Temperature=0.6, Answers per question=322026.04 | 47.2 | 74 | |
| GSPO + Clip-CovRL algorithm=GSPO, Entropy-preserving method=Clip-Cov, Temperature=0.6, Answers per question=322026.04 | 47.2 | 74.6 | |
| GRPO + Entropy LossRL algorithm=GRPO, Entropy-preserving method=Entropy Loss, Temperature=0.6, Answers per question=322026.04 | 47 | 71.9 | |
| GSPO + Clip-HigherRL algorithm=GSPO, Entropy-preserving method=Clip-Higher, Temperature=0.6, Answers per question=322026.04 | 46.7 | 75.1 | |
| W-ReinforceEntropy-preserving method=W-Reinforce, Temperature=0.6, Answers per question=322026.04 | 46.6 | 73.6 | |
| EntroPICEntropy-preserving method=EntroPIC, Temperature=0.6, Answers per question=322026.04 | 46.6 | 75.3 |