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ResearchFormerly WizWand

Machine Translation on WMT German-English (test)

41BLEU3 dir + lm + base_1_1
38.71239.30639.940.494Nov 13, 2020
Updated 8mo ago

Evaluation results

MethodLinks
3 dir + lm + base_1_1Total Params (M)=1140, Beam size=5, Channel Model=base_1_1, Components=3 direct models + LM + base channel model2020.1141131
2 dir + lm + base_1_1Total Params (M)=857, Beam size=5, Channel Model=base_1_1, Components=2 direct models + LM + base channel model2020.1140.8111
3 dir + lm + 16th_1_1Total Params (M)=1107, Beam size=5, Channel Model=16th_1_1, Components=3 direct models + LM + tiny channel model2020.1140.693
dir + lm + bigTotal Params (M)=822, Beam size=5, Components=1 direct model + LM + big channel model, Decoding type=Online Noisy Channel Modeling2020.1140.5550
dir + lm + base_1_1Total Params (M)=574, Beam size=5, Channel Model=base_1_1, Components=1 direct model + LM + base channel model2020.1140.592
2 dir + lm + 16th_1_1Total Params (M)=824, Beam size=5, Channel Model=16th_1_1, Components=2 direct models + LM + tiny channel model2020.1140.576
3 dir + lmTotal Params (M)=1104, Beam size=5, Components=3 direct models + Language Model2020.1140.384
2 dir + lmTotal Params (M)=822, Beam size=5, Components=2 direct models + Language Model2020.1140.265
dir + lm + 16th_1_1Total Params (M)=542, Beam size=5, Channel Model=16th_1_1, Components=1 direct model + LM + tiny channel model2020.1140.256
dir + lmTotal Params (M)=539, Beam size=5, Components=1 direct model + Language Model2020.1139.744
3 dirTotal Params (M)=848, Beam size=5, Components=Ensemble of 3 direct models2020.1139.559
2 dirTotal Params (M)=565, Beam size=5, Components=Ensemble of 2 direct models2020.1139.340
dirTotal Params (M)=283, Beam size=5, Components=Single direct model2020.1138.820