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Math Reasoning on GPQA Diamond (Pass@4)

65.8Pass@4Qwen3 (ExpertCondenser)
24.82435.46246.156.738Apr 24, 2026

Evaluation results

MethodLinks
Qwen3 (ExpertCondenser)Model Size=30B, Distill Type=ExpertCondenser, Fine-tuning with Stanford-S1=true2026.0465.8
Qwen3 (DenseMixer)Model Size=30B, Distill Type=DenseMixer, Fine-tuning with Stanford-S1=true2026.0461
Qwen3 (SFT)Model Size=30B, Distill Type=SFT, Fine-tuning with Stanford-S1=true2026.0458.6
Qwen3 (ESFT)Model Size=30B, Distill Type=ESFT, Fine-tuning with Stanford-S1=true2026.0452.7
DeepSeek-Coder-V2-Lite (ExpertCondenser)Model Size=16B, Distill Type=ExpertCondenser, Fine-tuning with Stanford-S1=true2026.0438.7
DeepSeek-Coder-V2-Lite (DenseMixer)Model Size=16B, Distill Type=DenseMixer, Fine-tuning with Stanford-S1=true2026.0434.8
Qwen1.5-MoE (ExpertCondenser)Model Size=14B, Distill Type=ExpertCondenser, Fine-tuning with Stanford-S1=true2026.0434.6
DeepSeek-Coder-V2-Lite (SFT)Model Size=16B, Distill Type=SFT, Fine-tuning with Stanford-S1=true2026.0434.2
DeepSeek-Coder-V2-Lite (ESFT)Model Size=16B, Distill Type=ESFT, Fine-tuning with Stanford-S1=true2026.0432.2
Qwen1.5-MoE (DenseMixer)Model Size=14B, Distill Type=DenseMixer, Fine-tuning with Stanford-S1=true2026.0431.6
Qwen1.5-MoE (SFT)Model Size=14B, Distill Type=SFT, Fine-tuning with Stanford-S1=true2026.0427.8
Qwen1.5-MoE (ESFT)Model Size=14B, Distill Type=ESFT, Fine-tuning with Stanford-S1=true2026.0426.4