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Mathematical Reasoning on AMC 23 (Accuracy, Length)

86.9Accuracy (AMC 23)CES
83.67684.51385.3586.187May 19, 2026

Evaluation results

MethodLinks
CESBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0586.93,160
DAPOBackbone=DeepSeek-R1-Distill-Qwen-7B2026.05854,174
Entropy ShapeBackbone=DeepSeek-R1-Distill-Qwen-7B2026.05853,843
R1-7BBackbone=DeepSeek-R1-Distill-Qwen-7B2026.0583.84,446