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Mathematical Reasoning on AIME24 (Accuracy, Delta Accuracy, Length, Delta Length Percentage)

53.54AccuracyAdaptThink
26.021633.165840.3147.4542Aug 13, 2025

Evaluation results

MethodLinks
AdaptThinkModel=DeepSeek-R1-Distill-Qwen-7B2025.0853.542.0811,002-17.96
OriginalModel=DeepSeek-R1-Distill-Qwen-7B2025.0851.46—13,411—
AutoThinkModel=DeepSeek-R1-Distill-Qwen-7B2025.0850.42-1.048,215-38.74
LCPOModel=DeepSeek-R1-Distill-Qwen-7B2025.0848.75-2.716,892-48.61
LCPOModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0829.580.418,810-46.13
OriginalModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0829.17—16,355—
AutoThinkModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0828.96-0.217,338-55.13
AdaptThinkModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0827.08-2.098,494-48.07