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Mathematical Reasoning on MATH 500 (Accuracy, Latency, Tokens, ActRatio)

61.6AccuracyOriginal
37.0601643.4310849.80256.17292Oct 9, 2025

Evaluation results

MethodLinks
OriginalBackbone=Qwen2.5-7B Series, Ratio=-2025.1061.6571.646.351—
PromptBackbone=Qwen2.5-7B Series, Ratio=0.92025.1060.401553.276.27197
CoDBackbone=Qwen2.5-7B Series, Ratio=0.52025.1051.301314.43.61155
TruncationBackbone=Qwen2.5-7B Series, Ratio=0.92025.1042.7018514.485.72190
UCoTBackbone=Llama3.1-8B Series, Ratio=0.52025.1038.004298.633.79152