Building and Using Comparable Corpora for Multilingual Natural Language Processing
Aus der Reihe
Synthesis Lectures on Human Language Technologies
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Form:Einzelkauf Download
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Sprache:Englisch
Fr. 50.90
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Produktdetails
Format
Kopierschutz
Nein
Family Sharing
Nein
Text-to-Speech
Nein
Erscheinungsdatum
23.08.2023
Verlag
SpringerSeitenzahl
133 (Printausgabe)
Dateigröße
5263 KB
Sprache
Englisch
EAN
9783031313844
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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