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Math Reasoning on Overall Across Five Math Reasoning Datasets

45.8Overall AccuracyED-GRPO
15.32823.23931.1539.061May 11, 2026

Evaluation results

MethodLinks
ED-GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0545.811.5
ED-iDPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.054510.8
ETOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0544.310
GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0543.49.1
DAPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.05438.7
CoTBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=true2026.0541.77.4
ED-GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0540.56.3
GRPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0537.83.5
ED-iDPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0537.63.4
ETOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0536.52.3
DAPOBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0536.52.2
CoTBase Model=Qwen2.5-7B-Instruct-SFT, Self-Consistency=false2026.0534.3—
ED-iDPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0525.89.2
ED-GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0525.58.9
ETOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0524.78.2
GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0523.16.6
CoTBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0522.96.4
DAPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=true2026.0521.85.3
ED-GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.0520.64.1
ED-iDPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.05203.4
ETOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.0518.21.6
GRPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.0517.91.4
DAPOBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.0517.61
CoTBase Model=LLaMA3.1-8B-Instruct-SFT, Self-Consistency=false2026.0516.5—