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portada Building and Using Comparable Corpora for Multilingual Natural Language Processing
Type
Physical Book
Author
Publisher
Language
English
Pages
133
Format
Hardcover
ISBN13
9783031313837
Categories

Building and Using Comparable Corpora for Multilingual Natural Language Processing

Serge Sharoff (Author) · Reinhard Rapp (Author) · Pierre Zweigenbaum (Author) · Springer · Hardcover

Building and Using Comparable Corpora for Multilingual Natural Language Processing - Sharoff, Serge ; Rapp, Reinhard ; Zweigenbaum, Pierre

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Synopsis "Building and Using Comparable Corpora for Multilingual Natural Language Processing"

This book provides a comprehensive overview of methods to build comparable corpora and of their applications, including machine translation, cross-lingual transfer, and various kinds of multilingual natural language processing. The authors begin with a brief history on the topic followed by a comparison to parallel resources and an explanation of why comparable corpora have become more widely used. In particular, they provide the basis for the multilingual capabilities of pre-trained models, such as BERT or GPT. The book then focuses on building comparable corpora, aligning their sentences to create a database of suitable translations, and using these sentence translations to produce dictionaries and term banks. Then, it is explained how comparable corpora can be used to build machine translation engines and to develop a wide variety of multilingual applications.

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