Step-wise Verification on ProcessBench Omni-MATH
63.1TNRCons@4
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cons@4Backbone=Qwen3-8B2026.05 | 63.1 | 71.4 | 67 | |
| VerifySteer-UniBackbone=Qwen3-8B2026.05 | 61.9 | 76.8 | 68.5 | |
| VerifySteer-BiBackbone=Qwen3-8B2026.05 | 61.8 | 77.2 | 68.6 | |
| Qwen3-14BBackbone=Qwen3-14B2026.05 | 59.6 | 80.2 | 68.4 | |
| Prompt Opt.Backbone=Qwen3-8B2026.05 | 58.6 | 75.5 | 66 | |
| Basic PromptBackbone=Qwen3-8B2026.05 | 53.8 | 73.4 | 62.1 | |
| Qwen2.5-72BBackbone=Qwen2.5-72B2026.05 | 37.5 | 83.4 | 51.8 | |
| Llama-3.3-70BBackbone=Llama-3.3-70B2026.05 | 29 | 88 | 43.6 | |
| VerifySteer-UniBackbone=Qwen3-1.7B2026.05 | 12.6 | 59.3 | 20.9 | |
| VerifySteer-BiBackbone=Qwen3-1.7B2026.05 | 12.6 | 64.3 | 21.1 | |
| Cons@4Backbone=Qwen3-1.7B2026.05 | 12 | 62.2 | 20 | |
| Prompt Opt.Backbone=Qwen3-1.7B2026.05 | 10.4 | 57.3 | 17.6 | |
| Basic PromptBackbone=Qwen3-1.7B2026.05 | 8 | 82.6 | 14.7 |