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Mathematical Reasoning on MATH (Speedup)

4.9SpeedupFailFast
1.29122.22813.1654.1019Dec 23, 2025

Evaluation results

MethodLinks
FailFastTarget Model=Qwen2.5-32B-Instruct2025.124.9
FailFastTarget Model=Qwen2.5-14B-Instruct2025.123.92
Fast-dLLMTarget Model=Qwen2.5-32B-Instruct2025.123.57
FailFastTarget Model=Qwen2.5-7B-Instruct2025.123.06
AR Draft ModelTarget Model=Qwen2.5-32B-Instruct2025.122.93
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-32B-Instruct2025.122.87
Fast-dLLMTarget Model=Qwen2.5-14B-Instruct2025.122.57
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-14B-Instruct2025.122.48
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-7B-Instruct2025.122.31
AR Draft ModelTarget Model=Qwen2.5-14B-Instruct2025.122.05
Fast-dLLMTarget Model=Qwen2.5-7B-Instruct2025.121.95
AR Draft ModelTarget Model=Qwen2.5-7B-Instruct2025.121.43