Dependency parsing

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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

Author(s): Sandra Kubler, Ryan McDonald, Joakim Nivre, Graeme Hirst
Series: Synthesis Lectures on Human Language Technologies
Publisher: Morgan and Claypool Publishers
Year: 2009

Language: English
Pages: 127
City: Berlin Heidelberg New York
Tags: Информатика и вычислительная техника;Искусственный интеллект;Компьютерная лингвистика;