Kniha Building and Using Comparable Corpora for Multilingual Natural Language Processing Pierre Zweigenbaum

Building and Using Comparable Corpora for Multilingual Natural Language Processing

Jazyk: Angličtina
Vazba: Brožovaná
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
897
This book provides a comprehensive overview of methods to build comparable corpora and of their appl...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2024
Stránek
144
EAN
9783031313868
ISBN
3031313860
Enbook ID
46462483
Hmotnost
255
Rozměry
168 x 240 x 9

Kompletní 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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