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Code Generation on HumanEval (SpeedUp and tau)

5.71Inference SpeedUpPARD-2
0.81162.08333.3554.6267May 9, 2026

Evaluation results

MethodLinks
PARD-2Target Model=Qwen3-8B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.717.38
PARD-2Target Model=Qwen3-32B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.717.12
PARD-2Target Model=Qwen3-14B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.637.16
PARDTarget Model=Qwen3-32B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.186.46
PARDTarget Model=Qwen3-14B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.165.25
PARDTarget Model=Qwen3-8B, Inference Draft Length=16, Temperature=0, Evaluation Mode=Target-independent2026.055.026.33
ARTarget Model=Qwen3-8B, Temperature=0, Evaluation Mode=Target-independent2026.0511
ARTarget Model=Qwen3-14B, Temperature=0, Evaluation Mode=Target-independent2026.0511
ARTarget Model=Qwen3-32B, Temperature=0, Evaluation Mode=Target-independent2026.0511