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Knowledge-intensive Question Answering on GPQA (Speedup)

3.11SpeedupFailFast
1.17561.67782.182.6822Dec 23, 2025

Evaluation results

MethodLinks
FailFastTarget Model=Qwen2.5-32B-Instruct2025.123.11
FailFastTarget Model=Qwen2.5-14B-Instruct2025.122.54
Fast-dLLMTarget Model=Qwen2.5-32B-Instruct2025.122.42
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-32B-Instruct2025.122.42
AR Draft ModelTarget Model=Qwen2.5-32B-Instruct2025.122.26
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-14B-Instruct2025.122.04
EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-7B-Instruct2025.121.98
FailFastTarget Model=Qwen2.5-7B-Instruct2025.121.89
Fast-dLLMTarget Model=Qwen2.5-14B-Instruct2025.121.86
AR Draft ModelTarget Model=Qwen2.5-14B-Instruct2025.121.71
Fast-dLLMTarget Model=Qwen2.5-7B-Instruct2025.121.34
AR Draft ModelTarget Model=Qwen2.5-7B-Instruct2025.121.25