9783031010033 - Synthesis Lectures on Human Language Technologies   Dependency Parsing - Sandra Kübler Ryan McDonald Joakim Nivre Kartoniert (TB)

EAN: 9783031010033

Produktdaten aktualisiert am: 24.11.2024
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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

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