Step-level correctness assessment on Trips (test)
79.9PR-AUCReProbe
Evaluation Results
| Method | Links | |
|---|---|---|
| ReProbe# Sample=32K, Architecture=Hidden States, Annotation=Self-anno2025.11 | 79.9 | |
| ReProbe# Sample=32K, Architecture=Hidden States, Annotation=DeepSeek-anno2025.11 | 79.3 | |
| ReProbe# Sample=32K, Architecture=Attn+Logit, Annotation=DeepSeek-anno2025.11 | 74 | |
| ReProbe# Sample=32K, Architecture=Attn+Logit, Annotation=Self-anno2025.11 | 73.5 | |
| Universal-PRM-Qwen2.5-Math-7B# Sample=690K2025.11 | 73 | |
| Qwen2.5-Math-PRM-7B# Sample=860K2025.11 | 71.1 | |
| Qwen2.5-Math-7B-PRM800k# Sample=265K2025.11 | 70.8 | |
| Math-Shepherd-PRM-7B# Sample=440K2025.11 | 66.2 | |
| H4-Qwen2.5-PRM-1.5B-0.2# Sample=369K2025.11 | 59.7 | |
| CCP# Sample=-2025.11 | 58.4 | |
| RLHFlow-PRM-Deepseek-8B# Sample=253K2025.11 | 58.3 | |
| MaxProb# Sample=-2025.11 | 57.8 | |
| Lexical Similarity# Sample=-2025.11 | 56.9 | |
| Semantic Entropy# Sample=-2025.11 | 56.5 | |
| MaxEntropy# Sample=-2025.11 | 54.5 | |
| P(True)# Sample=-2025.11 | 53.5 | |
| Degree Matrix# Sample=-2025.11 | 53.4 | |
| Random# Sample=-2025.11 | 52.4 | |
| RLHFlow-PRM-Mistral-8B# Sample=273K2025.11 | 52.3 | |
| Perplexity# Sample=-2025.11 | 51.9 | |
| Self-Certainty# Sample=-2025.11 | 51.6 | |
| Skywork-PRM-1.5B# Sample=Unk2025.11 | 43.3 |