List your company

Chain-sum arithmetic reasoning on Chain-sum D'strict

22.35Pass@1Qwen3-1.7B-Base + σ-RRHF
10.161213.325616.4919.6544May 31, 2026

Evaluation results

MethodLinks
Qwen3-1.7B-Base + σ-RRHFModel / Training=+ σ-RRHF, Scoring=Inv. Entropy2026.0522.3559.25
Qwen3-1.7B-Base + σ-RRHFModel / Training=+ σ-RRHF, Scoring=Qwen3-30B2026.0519.6958
Qwen3-1.7B-Base + σ-RRHFModel / Training=+ σ-RRHF, Scoring=Self-judge2026.0518.7556
Qwen3-1.7B-Base + SFTModel / Training=+ SFT2026.0514.6251
Qwen3-1.7B-Base + DPOModel / Training=+ DPO, Scoring=Inv. Entropy2026.0513.9153.75
Qwen3-1.7B-Base + DPOModel / Training=+ DPO, Scoring=Self-judge2026.0513.5653
Qwen3-1.7B-BaseModel / Training=Qwen3-1.7B-Base2026.0510.6351.5