Neural Machine Translation

Philipp Koehn
9/22/2017
cs.CL

Official code: tensorflow/tensor2tensor (17,475 stars, Apache-2.0, last commit 2023-06-02). 4 more implementations below.

Abstract

Draft of textbook chapter on neural machine translation. a comprehensive treatment of the topic, ranging from introduction to neural networks, computation graphs, description of the currently dominant attentional sequence-to-sequence model, recent refinements, alternative architectures and challenges. Written as chapter for the textbook Statistical Machine Translation. Used in the JHU Fall 2017 class on machine translation.

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Code Implementations(5)

tensorflow/tensor2tensorOfficial100%
Apache-2.0

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

17,4753,800C++, HTMLJun 15, 20173 years agoApache-2.0
deep-learningmachine-learningmachine-translationreinforcement-learningtpu
awslabs/sockeyeOfficial100%
PyTorchApache-2.0

Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch

1,216319CSS, TeXJun 8, 20171 years agoApache-2.0
attention-is-all-you-needattention-mechanismattention-modeldeep-learningdeep-neural-networks+13 more
EdinburghNLP/nematusOfficial100%
BSD-3-Clause

Open-Source Neural Machine Translation in Tensorflow

805264Hack, PerlApr 26, 20163 years agoBSD-3-Clause
machine-translationmtneural-machine-translationnmtsequence-to-sequence
neulab/xnmtOfficial100%

eXtensible Neural Machine Translation

18944C++, ShellJan 23, 20171 years agoNOASSERTION
rsennrich/wmt16-scriptsOfficial100%
MIT

scripts and configuration files for Edinburgh neural MT submission to WMT 16 shared translation task

13963Shell, PythonApr 25, 20165 years agoMIT

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Cite this paper

@article{koehn2017neural,
  title  = {Neural Machine Translation},
  author = {Philipp Koehn},
  year   = {2017},
  eprint = {1709.07809},
  archivePrefix = {arXiv},
  url    = {https://arxiv.org/abs/1709.07809}
}

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