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ResearchFormerly WizWand

Step-level correctness assessment on StrQA (test)

39.5PR-AUCReProbe
9.54817.32425.132.876Nov 9, 2025
Updated 6mo ago

Evaluation results

MethodLinks
ReProbe# Sample=32K, Architecture=Attn+Logit, Annotation=DeepSeek-anno2025.1139.5
ReProbe# Sample=32K, Architecture=Attn+Logit, Annotation=Self-anno2025.1139.4
RLHFlow-PRM-Deepseek-8B# Sample=253K2025.1139
ReProbe# Sample=32K, Architecture=Hidden States, Annotation=Self-anno2025.1138.1
Qwen2.5-Math-7B-PRM800k# Sample=265K2025.1136.2
RLHFlow-PRM-Mistral-8B# Sample=273K2025.1134.9
ReProbe# Sample=32K, Architecture=Hidden States, Annotation=DeepSeek-anno2025.1134.4
Qwen2.5-Math-PRM-7B# Sample=860K2025.1133.4
Universal-PRM-Qwen2.5-Math-7B# Sample=690K2025.1132.8
Math-Shepherd-PRM-7B# Sample=440K2025.1128.4
Skywork-PRM-1.5B# Sample=Unk2025.1125.4
H4-Qwen2.5-PRM-1.5B-0.2# Sample=369K2025.1121.3
P(True)# Sample=-2025.1112.6
Self-Certainty# Sample=-2025.1112
Lexical Similarity# Sample=-2025.1112
MaxEntropy# Sample=-2025.1111.9
CCP# Sample=-2025.1111.9
Random# Sample=-2025.1111.6
MaxProb# Sample=-2025.1111.4
Semantic Entropy# Sample=-2025.1111.1
Perplexity# Sample=-2025.1111
Degree Matrix# Sample=-2025.1110.7