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Dependency-based methods for syntactic parsing have become increasingly popular in natural language processing in recent years. This book gives a thorough introduction to the methods that are most widely used today. After an introduction to dependency grammar and dependency parsing, followed by a formal characterization of the dependency parsing problem, the book surveys the three major classes of parsing models that are in current use: transition-based, graph-based, and grammar-based models. It continues with a chapter on evaluation and one on the comparison of different methods, and it closes with a few words on current trends and future prospects of dependency parsing. The book presupposes a knowledge of basic concepts in linguistics and computer science, as well as some knowledge of parsing methods for constituency-based representations. Table of Contents: Introduction / Dependency Parsing / Transition-Based Parsing / Graph-Based Parsing / Grammar-Based Parsing / Evaluation / Comparison / Final Thoughts
Autorius: | Sandra Kübler, Joakim Nivre, Ryan McDonald, |
Serija: | Synthesis Lectures on Human Language Technologies |
Leidėjas: | Springer Nature Switzerland |
Išleidimo metai: | 2008 |
Knygos puslapių skaičius: | 128 |
ISBN-10: | 3031010035 |
ISBN-13: | 9783031010033 |
Formatas: | 235 x 191 x 8 mm. Knyga minkštu viršeliu |
Kalba: | Anglų |
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