Process Verification on ProcessBench With Standard Answers
78.9Precise AccuracyOPV-32B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OPV-32BVoting=maj@82025.12 | 78.9 | 78.9 | 79.1 | 79.1 | 83.3 | 82.7 | 87.2 | 86.2 | |
| OPV-Stage2Voting=maj@82025.12 | 71.6 | 71.6 | 75.9 | 75.9 | 76.2 | 79 | 81.1 | 82.6 | |
| R1-Distill-Qwen-32BVoting=maj@82025.12 | 70.5 | 70.5 | 76.3 | 76.3 | 74.9 | 79.1 | 78.7 | 81.7 | |
| OPV-Stage1Voting=maj@82025.12 | 68.8 | 68.8 | 75.7 | 75.7 | 72.6 | 78 | 76.1 | 80.2 | |
| Qwen3-32BVoting=maj@82025.12 | 68 | 68 | 73.4 | 73.4 | 72.4 | 76.2 | 77.8 | 79.9 | |
| DeepSeek-V3-0324Voting=maj@82025.12 | 67.9 | 67.9 | 71.7 | 71.7 | 72.9 | 75 | 78.6 | 79.1 | |
| DeepSeek-R1-0528Voting=maj@82025.12 | 67 | 67 | 71.2 | 71.2 | 72.3 | 74.6 | 78.3 | 79 | |
| Qwen3-Max-PreviewVoting=maj@82025.12 | 66.4 | 66.4 | 71.2 | 71.2 | 71.7 | 74.6 | 78 | 79 | |
| QwQ-32BVoting=maj@82025.12 | 65.2 | 65.2 | 71.6 | 71.6 | 70.3 | 74.8 | 75.6 | 78.2 | |
| gpt-oss-120b (high)Voting=maj@82025.12 | 61 | 61 | 66.6 | 66.6 | 69.8 | 72.1 | 77.7 | 77.8 | |
| Qwen2.5-Math-PRM-72BVoting=maj@82025.12 | 55.4 | 55.4 | 66.5 | 66.5 | 58.4 | 70 | 66 | 72.3 | |
| gpt-oss-120b (high)Voting=maj@82025.12 | 0.833 | 0.833 | 0.788 | 0.788 | 0.892 | 0.851 | 0.957 | 0.935 | |
| Qwen3-Max-PreviewVoting=maj@82025.12 | 0.832 | 0.832 | 0.789 | 0.789 | 0.894 | 0.855 | 0.954 | 0.932 | |
| DeepSeek-R1-0528Voting=maj@82025.12 | 0.822 | 0.822 | 0.777 | 0.777 | 0.887 | 0.846 | 0.954 | 0.931 | |
| OPV-32BVoting=maj@82025.12 | 0.801 | 0.801 | 0.762 | 0.762 | 0.876 | 0.838 | 0.962 | 0.944 | |
| Qwen2.5-Math-PRM-72BVoting=maj@82025.12 | 0.772 | 0.772 | 0.74 | 0.74 | 0.849 | 0.812 | 0.937 | 0.911 | |
| DeepSeek-V3-0324Voting=maj@82025.12 | 0.745 | 0.745 | 0.717 | 0.717 | 0.837 | 0.799 | 0.944 | 0.92 | |
| R1-Distill-Qwen-32BVoting=maj@82025.12 | 0.647 | 0.647 | 0.608 | 0.608 | 0.736 | 0.675 | 0.874 | 0.813 |