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Math Reasoning on AIME 25 (Acc. (%), ∆ (%))

20Accuracy (%)ETO
-0.84.61015.4May 11, 2026

Evaluation results

MethodLinks
ETOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.052013.3
ED-iDPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.052013.3
ED-GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.052013.3
GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0516.710
DAPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0516.710
ED-GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0516.710
CoTBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0513.36.6
GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0513.36.6
ED-iDPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0513.36.6
ETOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.05103.3
DAPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.05103.3
CoTBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.056.7—
ED-GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.056.76.7
ED-GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.056.76.7
CoTBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.053.33.3
ETOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.053.33.3
ETOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.053.33.3
ED-iDPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.053.33.3
ED-iDPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.053.33.3
CoTBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.050—
GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.050—
GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.050—
DAPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.050—
DAPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.050—