Mathematical Reasoning on Math Benchmarks Task-average
42.3Pass@1GRPO
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GRPOBackbone=Qwen2.5-Math-7B2026.06 | 42.3 | 48.5 | 53.7 | 58.5 | 62.9 | 66.9 | 70.6 | 74.2 | 77.6 | |
| OrderGradBackbone=Qwen2.5-Math-7B, Selection=Top1@22026.06 | 42.2 | 49.1 | 54.7 | 59.8 | 64.2 | 68.3 | 72 | 75.6 | 79.2 | |
| MaxPOBackbone=Qwen2.5-Math-7B, K=22026.06 | 41.9 | 49.1 | 55 | 59.9 | 64.3 | 68.2 | 71.7 | 74.9 | 77.9 | |
| OrderGradBackbone=Qwen2.5-Math-7B, Selection=Top2@42026.06 | 40.6 | 48.1 | 54.4 | 59.8 | 64.3 | 68.3 | 72 | 75.7 | 79.8 | |
| OrderGradBackbone=Qwen2.5-Math-7B, Selection=Top2@62026.06 | 39.9 | 47.6 | 53.9 | 59.4 | 64.1 | 68.3 | 72.3 | 76.2 | 80.2 | |
| OrderGradBackbone=Qwen2.5-Math-7B, Selection=Top3@62026.06 | 39.3 | 46.9 | 53 | 58.2 | 63 | 67.4 | 71.5 | 75.4 | 79 | |
| MaxPOBackbone=Qwen2.5-Math-7B, K=42026.06 | 38.8 | 46.6 | 53.1 | 58.7 | 63.5 | 67.8 | 71.9 | 76 | 80.2 | |
| MaxPOBackbone=Qwen2.5-Math-7B, K=62026.06 | 33.1 | 42.7 | 50.7 | 57.3 | 62.6 | 67.2 | 71.5 | 75.5 | 79.3 | |
| baseBackbone=Qwen2.5-Math-7B2026.06 | 22.4 | 31.9 | 41.5 | 50.2 | 57.5 | 63.3 | 68.2 | 72.8 | 77.2 |