Mathematical Reasoning on (AIME24, AIME25, MATH500, GSM8K, MATH Aggregated)
63.5Pass@1EAPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EAPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 63.5 | 0.99 | |
| ARPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 62.8 | 1.05 | |
| AEPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 62.2 | 1.1 | |
| Reinforce++Backbone Model=Qwen2.5-7B-Instruct2026.06 | 61 | 1.12 | |
| GRPOBackbone Model=Qwen2.5-7B-Instruct2026.06 | 60.2 | 0.96 | |
| ToolStarBackbone Model=Qwen2.5-7B-Instruct2026.06 | 59.4 | 1.32 | |
| ARPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 55.1 | 1.12 | |
| EAPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 55 | 0.97 | |
| Reinforce++Backbone Model=Qwen2.5-3B-Instruct2026.06 | 53.2 | 1.18 | |
| BaseBackbone Model=Qwen2.5-7B-Instruct2026.06 | 52.6 | — | |
| ToolStarBackbone Model=Qwen2.5-3B-Instruct2026.06 | 51.8 | 1.04 | |
| GRPOBackbone Model=Qwen2.5-3B-Instruct2026.06 | 51.7 | 1.13 | |
| TIRBackbone Model=Qwen2.5-7B-Instruct2026.06 | 45.5 | 0.7 | |
| BaseBackbone Model=Qwen2.5-3B-Instruct2026.06 | 41.8 | — | |
| TIRBackbone Model=Qwen2.5-3B-Instruct2026.06 | 37 | 0.62 |