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Building and Using Comparable Corpora for Multilingual Natural Language Processing
Serge SharoffReinhard RappPierre Zweigenbaum
出版Springer Nature, 2023-08-23
主題Computers / Speech & Audio ProcessingComputers / Artificial Intelligence / GeneralComputers / Data Science / GeneralComputers / Computer ScienceLanguage Arts & Disciplines / Linguistics / GeneralComputers / Artificial Intelligence / Natural Language ProcessingComputers / Information TechnologyComputers / General
ISBN30313138449783031313844
URLhttp://books.google.com.hk/books?id=47zSEAAAQBAJ&hl=&source=gbs_api
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註釋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.