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Book
ISBN: 3031313844 3031313836 9783031313844 Year: 2023 Publisher: Cham : Springer International Publishing : Imprint: Springer,
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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.
Natural language processing (Computer science). --- Artificial intelligence. --- Application software. --- Computer science. --- Computational linguistics. --- Machine learning. --- Natural Language Processing (NLP). --- Artificial Intelligence. --- Computer and Information Systems Applications. --- Computer Science. --- Computational Linguistics. --- Machine Learning.
Digital
ISBN: 9783642201288 Year: 2013 Publisher: Berlin, Heidelberg Springer
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The 1990s saw a paradigm change in the use of corpus-driven methods in NLP. In the field of multilingual NLP (such as machine translation and terminology mining) this implied the use of parallel corpora. However, parallel resources are relatively scarce: many more texts are produced daily by native speakers of any given language than translated. This situation resulted in a natural drive towards the use of comparable corpora, i.e. non-parallel texts in the same domain or genre. Nevertheless, this research direction has not produced a single authoritative source suitable for researchers and students coming to the field. The proposed volume provides a reference source, identifying the state of the art in the field as well as future trends. The book is intended for specialists and students in natural language processing, machine translation and computer-assisted translation.
Computer science --- Computer architecture. Operating systems --- Computer. Automation --- Translation science --- Mathematical linguistics --- Linguistics --- NLP (neurolinguïstisch programmeren) --- spraaktechnologie --- sociologie --- computers --- vertalen --- linguïstiek --- informatiesystemen --- parallel processing --- computerkunde --- gegevensverwerking
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