CMU Multilingual NLP 2022 - Unsupervised Machine Translation

CMU Multilingual NLP 2022 - Unsupervised Machine Translation

Graham Neubig via YouTube Direct link

Unsupervised Statistical MT

11 of 15

11 of 15

Unsupervised Statistical MT

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Classroom Contents

CMU Multilingual NLP 2022 - Unsupervised Machine Translation

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  1. 1 Intro
  2. 2 Conditional Text Generation
  3. 3 What if we don't have parallel data?
  4. 4 Can't we just collect/generate the data?
  5. 5 Unsupervised Translation
  6. 6 Outline
  7. 7 Step 1: Initialization
  8. 8 Initialization: Unsupervised Word Translatic
  9. 9 Unsupervised Word Translation: Adversarial T
  10. 10 One slide primer on phrase-based statistical
  11. 11 Unsupervised Statistical MT
  12. 12 Unsupervised MT: Training Objective 1
  13. 13 How does it work?
  14. 14 Step 2: Back-translation
  15. 15 Performance

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