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Mathematical Reasoning on Olympiad Bench (Acc, Len)

55.8AccuracyCES
52.1653.10554.0554.995May 19, 2026

Evaluation results

MethodLinks
CESBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0555.84,297
DAPOBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0553.65,136
Entropy ShapeBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0553.54,821
R1-7BBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0552.35,599