Mathematical Problem Solving on AMC'23 (test)
66.3Pass@1 AccPRM-CoT (Process-Aware)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PRM-CoT (Process-Aware)Base Policy=Qwen2.5-Math-7B2025.12 | 66.3 | 62.17 | 75.3 | 79.8 | — | — | |
| PRM (Process-Aware)Base Policy=Qwen2.5-Math-7B2025.12 | 62.5 | 58.75 | 71.08 | 75.9 | — | — | |
| RLVR (Ground Truth)Base Policy=Qwen2.5-Math-7B2025.12 | 59.1 | 56.3 | 69.88 | 74.7 | — | — | |
| SFT (Baseline)Base Policy=Qwen2.5-Math-7B2025.12 | 52.5 | 48 | 57.83 | 66.27 | — | — | |
| DAPOsampling_strategy=LATR2025.10 | 45.3 | — | 65 | — | 883 | 1,920 | |
| DAPOsampling_strategy=Stochastic Sampling2025.10 | 37.8 | — | 62.7 | — | 1,075 | 2,116 | |
| GRPOsampling_strategy=LATR2025.10 | 35.6 | — | 60.3 | — | 838 | 1,537 | |
| GRPOsampling_strategy=Stochastic Sampling2025.10 | 32.8 | — | 59.7 | — | 833 | 1,622 | |
| Qwen2.5-3Bbaseline=True2025.10 | 5.9 | — | 20.7 | — | 963 | 2,255 |