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Machine Translation Efficiency on Zh-En (Speedup Ratio)

1.516Speedup RatioDrafter5
0.321040.631270.94151.25173Apr 7, 2026

Evaluation results

MethodLinks
Drafter5Drafter specialization=Zh->En, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.516
MetaSpS-UCBBandit algorithm=UCB, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.369
MetaSpS-EXP3Bandit algorithm=EXP3, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.204
Drafter1Drafter specialization=Ja->En, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.198
Drafter2Drafter specialization=Ru->En, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.086
Drafter4Drafter specialization=Fr->En, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.023
Drafter3Drafter specialization=De->En, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.041.021
DraftAllDescription=One-Size-Fits-All (OFA) drafter, Hardware=NVIDIA A5000 GPU, Decoding=Greedy, N_max=52026.040.367