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Neural Machine Translation
Date
3 years ago
Neural Machine Translation NMT is a machine translation framework that uses pure neural networks to translate from source language to target language in an end-to-end manner.
NMT is consistent with the idea of statistical machine translation. Its essence is to solve probability problems, but the implementation method is different. The latter relies on a large number of data models, while NMT does not.
Problems facing NMT development
- Limited vocabulary
- Source language translation coverage
- Inaccurate translation
NMT development trend
- Rare word problem
- Single language data usage
- Multilingual Translation/Multilingual NMT
- Memory mechanism
- Language Fusion
- Coverage Issues
- Training process
- Prior knowledge integration
- Multimodal Translation
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