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Machine Translation on ASPEC En-Ja

55.46BLEU ScoreKudo (2018)
36.355241.315146.27551.2349Nov 3, 2017Mar 3, 2018Jul 2, 2018Oct 31, 2018Mar 1, 2019Jun 30, 2019Oct 29, 2019

Evaluation results

MethodLinks
Kudo (2018)Segmentation=Unigram Language Model2019.1055.46
BPE-dropoutSegmentation=BPE-dropout2019.1055
BPESegmentation=BPE2019.1054.51
Compositional CodingM x K=64 x 16, #vectors=1024, vector size=3.50 MB, code len=256 bits, code size=2.44 MB, total size=5.94 MB2017.1138.89
Iterative Pruningpruning ratio=90%, #vectors=80000, vector size=41 MB, total size=41 MB2017.1138.56
Compositional CodingM x K=32 x 16, #vectors=512, vector size=1.75 MB, code len=128 bits, code size=1.22 MB, total size=2.97 MB2017.1138.1
Baseline NMT#vectors=80000, vector size=274 MB, total size=274 MB2017.1137.93
Iterative Pruningpruning ratio=98%, #vectors=80000, vector size=8.26 MB, total size=8.26 MB2017.1137.09