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Data Augmentation 101: Back Translation
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Classroom Contents
CMU Multilingual NLP 2020 - Data Augmentation for Machine Translation
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- 1 Intro
- 2 Data Challenges in Low-resource MT
- 3 Multilingual Training Approaches
- 4 Data Augmentation 101: Back Translation
- 5 Back Translation Idea
- 6 How to Generate Translations
- 7 Iterative Back-translation
- 8 Back Translation Issues
- 9 English - HRL Augmentation
- 10 Augmentation via Pivoting
- 11 Data w/ Various Types of Pivoting
- 12 Monolingual Data Copying
- 13 Dictionary-based Augmentation
- 14 An Aside: Word Alignment
- 15 Word-by-word Data Augmentation
- 16 Word-by-word Augmentation w/ Reordering
