List your company

Code Generation on HumanEval (Speedup)

4.06SpeedupFailFast
1.29362.01182.733.4482Dec 23, 2025

Evaluation results

MethodLinks
FailFastTarget Model=Qwen2.5-32B-Instruct2025.124.06
FailFastTarget Model=Qwen2.5-14B-Instruct2025.123.41
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-32B-Instruct2025.123.31
Fast-dLLMTarget Model=Qwen2.5-32B-Instruct2025.123.16
AR Draft ModelTarget Model=Qwen2.5-32B-Instruct2025.122.72
FailFastTarget Model=Qwen2.5-7B-Instruct2025.122.71
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-14B-Instruct2025.122.68
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-7B-Instruct2025.122.39
Fast-dLLMTarget Model=Qwen2.5-14B-Instruct2025.122.23
AR Draft ModelTarget Model=Qwen2.5-14B-Instruct2025.121.91
Fast-dLLMTarget Model=Qwen2.5-7B-Instruct2025.121.61
AR Draft ModelTarget Model=Qwen2.5-7B-Instruct2025.121.4