OpenCodePapers

machine-translation-on-wmt2014-german-english

Machine Translation
Dataset Link
Results over time
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PaperCodeBLEU scoreModelNameReleaseDate
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation✓ Link35.15Bi-SimCut2022-06-06
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation✓ Link34.94BiBERT2021-09-09
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation✓ Link34.86SimCut2022-06-06
Mega: Moving Average Equipped Gated Attention✓ Link33.12Mega2022-09-21
Incorporating a Local Translation Mechanism into Non-autoregressive Translation✓ Link32.04CMLM+LAT+4 iterations2020-11-12
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule✓ Link31.9MAT+Knee2020-03-09
Non-Autoregressive Translation by Learning Target Categorical Codes✓ Link30.75CNAT2021-03-21
Incorporating a Local Translation Mechanism into Non-autoregressive Translation✓ Link29.91CMLM+LAT+1 iterations2020-11-12
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link28.29FlowSeq-large (NPD n = 30)2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link27.71FlowSeq-large (NPD n = 15)2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link27.16FlowSeq-large (IWD n=15)2019-09-05
Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement✓ Link25.43Denoising autoencoders (non-autoregressive)2018-02-19
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link25.4FlowSeq-large2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link23.36FlowSeq-base2019-09-05
Non-Autoregressive Neural Machine Translation✓ Link23.20NAT +FT + NPD2017-11-07
Unsupervised Statistical Machine Translation✓ Link17.43SMT + iterative backtranslation (unsupervised)2018-09-04