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Machine Translation On Wmt2014 German English

評価指標

BLEU score

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

Paper TitleRepository
Bi-SimCut35.15Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation
BiBERT34.94BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation
SimCut34.86Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation
Mega33.12Mega: Moving Average Equipped Gated Attention
CMLM+LAT+4 iterations32.04Incorporating a Local Translation Mechanism into Non-autoregressive Translation
MAT+Knee31.9Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule
CNAT30.75Non-Autoregressive Translation by Learning Target Categorical Codes
CMLM+LAT+1 iterations29.91Incorporating a Local Translation Mechanism into Non-autoregressive Translation
FlowSeq-large (NPD n = 30)28.29FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
FlowSeq-large (NPD n = 15)27.71FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
FlowSeq-large (IWD n=15)27.16FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
Denoising autoencoders (non-autoregressive)25.43Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement
FlowSeq-large25.4FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
FlowSeq-base23.36FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow
NAT +FT + NPD23.20Non-Autoregressive Neural Machine Translation
SMT + iterative backtranslation (unsupervised)17.43Unsupervised Statistical Machine Translation
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