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Mathematical Reasoning on MATH 500 (pass@4)

95.7Pass@4 RateThinkTwice
91.113692.304393.49594.6857Apr 2, 2026

Evaluation results

MethodLinks
ThinkTwiceBackbone=Qwen3-4B, Training-free=false2026.0495.7
DAPOBackbone=Qwen3-4B, Training-free=false2026.0494.96
ThinkTwiceBackbone=OLMo3-7B, Training-free=false2026.0494.66
DrGRPOBackbone=Qwen3-4B, Training-free=false2026.0494.46
Self-RefineBackbone=Qwen3-4B, Training-free=true2026.0493.86
GRPOBackbone=Qwen3-4B, Training-free=false2026.0493.78
DrGRPOBackbone=OLMo3-7B, Training-free=false2026.0493.54
DAPOBackbone=OLMo3-7B, Training-free=false2026.0493.33
Self-RefineBackbone=OLMo3-7B, Training-free=true2026.0493.24
Base ModelBackbone=Qwen3-4B, Training-free=false2026.0492.82
GRPOBackbone=OLMo3-7B, Training-free=false2026.0492.28
Base ModelBackbone=OLMo3-7B, Training-free=false2026.0491.75
ReflexionBackbone=Qwen3-4B, Training-free=true2026.0491.48
ReflexionBackbone=OLMo3-7B, Training-free=true2026.0491.29