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Mathematical Reasoning on MPMath

79.77AccuracyQwen2.5(14B)T
35.185246.760158.33569.9099Jul 4, 2026

Evaluation results

MethodLinks
Qwen2.5(14B)TGeneration Length=80962026.0779.77—
Qwen2.5(14B)TGeneration Length=10242026.0778.86—
RG-OPD (ours)Generation Length=10242026.0742.915.58
RG-OPD (ours)Generation Length=80962026.0742.885.5
TSD-KD [10]Generation Length=10242026.0738.911.58
TSD-KD [10]Generation Length=80962026.0738.911.53
Qwen2.5(1.5B)SGeneration Length=80962026.0737.380
Qwen2.5(1.5B)SGeneration Length=10242026.0737.330
Reverse KL [1]Generation Length=80962026.0737.28-0.1
Reverse KL [1]Generation Length=10242026.0737.26-0.07
TSD-KD [10]*Generation Length=10242026.0736.9-0.43