CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

Graham Neubig via YouTube Direct link

Augmentation via Pivoting

10 of 16

10 of 16

Augmentation via Pivoting

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CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation

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  1. 1 Intro
  2. 2 Data Challenges in Low-resource MT
  3. 3 Multilingual Training Approaches
  4. 4 Data Augmentation 101: Back Translation
  5. 5 Back Translation Idea
  6. 6 How to Generate Translations
  7. 7 Iterative Back-translation
  8. 8 Back Translation Issues
  9. 9 English - HRL Augmentation
  10. 10 Augmentation via Pivoting
  11. 11 Data w/ Various Types of Pivoting
  12. 12 Monolingual Data Copying
  13. 13 Dictionary-based Augmentation
  14. 14 An Aside: Word Alignment
  15. 15 Word-by-word Data Augmentation
  16. 16 Word-by-word Augmentation w/ Reordering

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