Statistical Machine Translation
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Abstract
The dream of automatic language translation is now closer thanks to recent advances in the techniques that underpin statistical machine translation. This class-tested textbook from an active researcher in the field, provides a clear and careful introduction to the latest methods and explains how to build machine translation systems for any two languages. It introduces the subject's building blocks from linguistics and probability, then covers the major models for machine translation: word-based, phrase-based, and tree-based, as well as machine translation evaluation, language modeling, discriminative training and advanced methods to integrate linguistic annotation. The book also reports the latest research,…
Citation impact
847
total citations
- FWCI
- 7.52
- Percentile
- 100%
- References
- 0
Citations per year
Authors
1Topics & keywords
Keywords
- Machine translation
- Computer science
- Example-based machine translation
- Machine translation software usability
- Artificial intelligence
- Natural language processing
- Discriminative model
- Field (mathematics)
UN Sustainable Development Goals
- Reduced inequalities
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