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Linguistic Fundamentals for Natural Language Processing II by Emily M. Bender, Alex Lascarides
Meaning is a fundamental concept in Natural Language Processing (NLP), in the tasks of both Natural Language Understanding (NLU) and Natural Language Generation (NLG).
FORMAT
Paperback LANGUAGE
English CONDITION
Brand New Publisher Description
Meaning is a fundamental concept in Natural Language Processing (NLP), in the tasks of both Natural Language Understanding (NLU) and Natural Language Generation (NLG). This is because the aims of these fields are to build systems that understand what people mean when they speak or write, and that can produce linguistic strings that successfully express to people the intended content. In order for NLP to scale beyond partial, task-specific solutions, researchers in these fields must be informed by what is known about how humans use language to express and understand communicative intents. The purpose of this book is to present a selection of useful information about semantics and pragmatics, as understood in linguistics, in a way that's accessible to and useful for NLP practitioners with minimal (or even no) prior training in linguistics.
Table of Contents
Acknowledgments.- Introduction.- What is Meaning?.- Lexical Semantics: Overview.- Lexical Semantics: Senses.- Semantic Roles.- Collocations and Other Multiword Expressions.- Compositional Semantics.- Compositional Semantics beyond Predicate-Argument Structure.- Beyond Sentences.- Reference Resolution.- Presupposition.- Information Status and Information Structure.- Implicature and Dialogue.- Resources.- Bibliography.- Authors' Biographies.- General Index.- Index of Languages.
Details ISBN3031010442 Author Alex Lascarides Short Title Linguistic Fundamentals for Natural Language Processing II Pages 250 Publisher Springer International Publishing AG Series Synthesis Lectures on Human Language Technologies Language English Year 2019 ISBN-10 3031010442 ISBN-13 9783031010446 Format Paperback Publication Date 2019-11-06 Subtitle 100 Essentials from Semantics and Pragmatics DOI 10.1007/978-3-031-02172-5 Imprint Springer International Publishing AG Place of Publication Cham Country of Publication Switzerland Translated from English UK Release Date 2019-11-06 Illustrations XVII, 250 p. Alternative 9783031001833 Country of Origin NL Product Class Description Computing: Professional & Programming Audience Professional & Vocational
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