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Step-level correctness assessment on ProofNet (test)

32.9PR-AUC

Universal-PRM-Qwen2.5-Math-7B

Updated 1mo ago

Evaluation Results

Method	Links
Universal-PRM-Qwen2.5-Math-7B 2025.11		32.9
Qwen2.5-Math-PRM-7B 2025.11		31
Qwen2.5-Math-7B-PRM800k 2025.11		30.1
ReProbe 2025.11		28.1
ReProbe 2025.11		26.4
ReProbe 2025.11		26
ReProbe 2025.11		24.3
MaxProb 2025.11		19.4
MaxEntropy 2025.11		18.5
Perplexity 2025.11		17.6
Semantic Entropy 2025.11		17.3
P(True) 2025.11		17.2
Lexical Similarity 2025.11		17
CCP 2025.11		16.8
H4-Qwen2.5-PRM-1.5B-0.2 2025.11		15.9
Self-Certainty 2025.11		15.5
Random 2025.11		15.3
Degree Matrix 2025.11		14.7
Skywork-PRM-1.5B 2025.11		14.7
Math-Shepherd-PRM-7B 2025.11		14.7
RLHFlow-PRM-Deepseek-8B 2025.11		13.6
RLHFlow-PRM-Mistral-8B 2025.11		11.8