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Mathematical Reasoning on Minerva-Math (Acc, Delta Metrics)

38.97Accuracy (Acc)LCPO
24.441228.213131.98535.7569Aug 13, 2025

Evaluation results

MethodLinks
LCPOModel=DeepSeek-R1-Distill-Qwen-7B2025.0838.972.212,079-64.92
OriginalModel=DeepSeek-R1-Distill-Qwen-7B2025.0836.76—5,926—
AdaptThinkModel=DeepSeek-R1-Distill-Qwen-7B2025.0836.4-0.362,787-52.97
AutoThinkModel=DeepSeek-R1-Distill-Qwen-7B2025.0836.03-0.732,794-52.85
AutoThinkModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0827.570.732,397-66.76
LCPOModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0827.210.372,596-64
OriginalModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0826.84—7,211—
AdaptThinkModel=DeepSeek-R1-Distill-Qwen-1.5B2025.0825-1.841,910-73.51