Dependency parsing

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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.

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Kübler, S., McDonald, R., & Nivre, J. (2009). Dependency parsing. Synthesis Lectures on Human Language Technologies, 2(1), 1–127. https://doi.org/10.2200/S00169ED1V01Y200901HLT002

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