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Dependency Parsing

Synthesis Lectures on Human Language Technologies

Sandra Kübler ​‌
Department of Linguistics, Indiana University
Ryan McDonald ​‌
Google Research
Joakim Nivre ​‌
Department of Linguistics and Philology, Uppsala University and School of Mathematics and System Engineering, Växjö University

Abstract

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

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Authors:
Sandra Kübler
Ryan McDonald
Joakim Nivre
Keywords:
parsing
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