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Reasoning Correctness Evaluation on Naturalreasoning

0.7Average FPRMaster-RM 7B
-2.59219.62941.8564.071Jul 11, 2025

Evaluation results

MethodLinks
Master-RM 7BResponse=Average | Worst2025.070.7—2.9
Claude-3.5Response=Average | Worst2025.072.6—11.3
Master-RM 32BResponse=Average | Worst2025.073.6—5.4
GPT-o1Response=Average | Worst2025.074.8—13.6
Multi-sub RMResponse=Average | Worst2025.075.2—11.5
General-VerifierResponse=Average | Worst2025.076.1—28.6
Qwen2.5-7BResponse=Average | Worst2025.0715.2—23.2
Omni-JudgeResponse=Average | Worst2025.0716.1—37.6
GPT-4oResponse=Average | Worst2025.0720.2—40.6
Qwen2.5-72BResponse=Average | Worst2025.0762.3—72.8
LLaMA3-70BResponse=Average | Worst2025.0776.6—82.9
LLaMA3-8BResponse=Average | Worst2025.0783—86.7