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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: 46462483
Price: 42.19 EUR
Availability: InStock
Author: Pierre Zweigenbaum
ISBN: 9783031313868

Pierre Zweigenbaum

Reinhard Rapp

Lingua

Inglese

Libro In brossura

Codice Libristo: 46462483

Casa editrice Springer International Publishing, agosto 2024

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

Codice Libristo: 46462483

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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.