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Python Programming on HumanEval (test)

10.45BE ScoreSpecTr-GBV
0.6223.17355.7258.2765Apr 1, 2026

Evaluation results

MethodLinks
SpecTr-GBVTarget Model=DeepSeek-33B, Draft Model=DeepSeek-1.3B, Draft length (L)=12, Temperature (T)=0.4, Draft number (K)=32026.0410.452.5
SpecTrTarget Model=DeepSeek-33B, Draft Model=DeepSeek-1.3B, Draft length (L)=12, Temperature (T)=0.4, Draft number (K)=32026.0410.252.21
GBVTarget Model=DeepSeek-33B, Draft Model=DeepSeek-1.3B, Draft length (L)=12, Temperature (T)=0.4, Draft number (K)=32026.049.62.03
SDTarget Model=DeepSeek-33B, Draft Model=DeepSeek-1.3B, Draft length (L)=12, Temperature (T)=0.4, Draft number (K)=32026.049.532.02
SpecTr-GBVTarget Model=DeepSeek-6.7B, Draft Model=DeepSeek-1.3B, Draft length (L)=8, Temperature (T)=0.4, Draft number (K)=32026.047.71.28
SpecTrTarget Model=DeepSeek-6.7B, Draft Model=DeepSeek-1.3B, Draft length (L)=8, Temperature (T)=0.4, Draft number (K)=32026.047.531.15
SDTarget Model=DeepSeek-6.7B, Draft Model=DeepSeek-1.3B, Draft length (L)=8, Temperature (T)=0.4, Draft number (K)=32026.047.061.19
GBVTarget Model=DeepSeek-6.7B, Draft Model=DeepSeek-1.3B, Draft length (L)=8, Temperature (T)=0.4, Draft number (K)=32026.047.061.19
ARTarget Model=DeepSeek-33B, Draft Model=DeepSeek-1.3B, Draft length (L)=12, Temperature (T)=0.4, Draft number (K)=32026.0411
ARTarget Model=DeepSeek-6.7B, Draft Model=DeepSeek-1.3B, Draft length (L)=8, Temperature (T)=0.4, Draft number (K)=32026.0411