Building and Using Comparable Corpora for Multilingual Natural Language Processing

Name: Building and Using Comparable Corpora for Multilingual Natural Language Processing
Brand: Springer International Publishing
SKU: 9783031313868
Price: 39.29 EUR
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Autor: Pierre Zweigenbaum, Reinhard Rapp

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer International Publishing

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This book provides a comprehensive overview of methods to build comparable corpora and of their appl...

Informácie o knihe

Autor

Pierre Zweigenbaum, Reinhard Rapp

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2024

Stránok

144

EAN

9783031313868

ISBN

3031313860

Enbook ID

46462483

Vydavateľ

Springer International Publishing

Hmotnosť

255

Rozmery

168 x 240 x 9

Kompletný popis

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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Building and Using Comparable Corpora for Multilingual Natural Language Processing

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