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Math reasoning on MATH 500 (Generation Efficiency and Accuracy)

802.3Average Output LengthQwen-2.5-7B-Instruct
699.641,392.5952,085.552,778.505Apr 12, 2025

Evaluation results

MethodLinks
Qwen-2.5-7B-InstructSpeculative Model=Qwen-2.5-7B-Instruct, Target Model=None2025.04802.3—58.374—
Speculative ThinkingSpeculative Model=Qwen-2.5-7B-Instruct, Target Model=32B2025.043,015.94431.781.87.8
Speculative ThinkingSpeculative Model=Qwen-2.5-7B-Instruct, Target Model=7B2025.043,1724441.279.25.2
Speculative ThinkingSpeculative Model=Qwen-2.5-7B-Instruct, Target Model=1.5B2025.043,368.84353.174.80.8