Machine Translation and
Sequence-to-sequence Models

Content:

• Semi-supervised Learning for MT
• Unsupervised Learning for MT

The reading materials will include the following two papers:

Slides:

• Slides: Semi/Unsupervised Learning Slides

Reading for Quiz:

• Semi-supervised Learning for Neural Machine Translation
• Unsupervised Neural Machine Translation using Monolingual Corpora Only

Other References:

• Incorporating Monolingual Data in Training Encoders/Decoders
  • https://arxiv.org/abs/1503.03535
  • http://www.aclweb.org/anthology/P16-1009
  • https://papers.nips.cc/paper/6469-dual-learning-for-machine-translation.pdf
  • https://www.aclweb.org/anthology/D17-1039
• Pre-trained Word Embeddings in MT
  • http://www.aclweb.org/anthology/W17-5708
  • http://www.aclweb.org/anthology/N18-2084
• Bilingual Lexicon Induction
  • https://arxiv.org/abs/1706.04902
  • http://www.aclweb.org/anthology/P08-1088
  • http://www.aclweb.org/anthology/E14-1049
  • http://www.aclweb.org/anthology/W15-1521
  • http://aclweb.org/anthology/D17-1207
  • https://arxiv.org/pdf/1710.04087.pdf
  • https://arxiv.org/pdf/1805.03620.pdf
  • https://arxiv.org/pdf/1809.02306.pdf
• Unsupervised Translation
  • http://www.anthology.aclweb.org/P/P11/P11-1002.pdf
  • https://arxiv.org/abs/1710.11041
  • https://arxiv.org/abs/1711.00043
  • https://arxiv.org/abs/1804.07755
  • https://arxiv.org/abs/1808.04189

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