Online Resource
Cham :Springer International Publishing AG,
Keywords:
Parsing (Computer grammar).
;
Electronic books.
Type of Medium:
Online Resource
Pages:
1 online resource (123 pages)
Edition:
1st ed.
ISBN:
9783031021312
Series Statement:
Synthesis Lectures on Human Language Technologies Series
URL:
https://ebookcentral.proquest.com/lib/geomar/detail.action?docID=881034
Language:
English
Note:
Cover -- Copyright -- Title Page -- Synthesis Lectures on Human Language Technologies -- Contents -- Preface -- Introduction -- Dependency Grammar -- Dependency Parsing -- Summary and Further Reading -- Dependency Parsing -- Dependency Graphs and Trees -- Properties of Dependency Trees -- Projective Dependency Trees -- Formal Definition of Dependency Parsing -- Summary and Further Reading -- Transition-Based Parsing -- Transition Systems -- Parsing Algorithm -- Classifier-Based Parsing -- Feature Representations -- Training Data -- Classifiers -- Varieties of Transition-Based Parsing -- Changing the Transition System -- Changing the Parsing Algorithm -- Pseudo-Projective Parsing -- Summary and Further Reading -- Graph-Based Parsing -- Arc-Factored Models -- Arc-Factored Parsing Algorithms -- Reducing Labeled to Unlabeled Parsing -- Non-Projective Parsing Algorithms -- Projective Parsing Algorithms -- Learning Arc-Factored Models -- Parameter and Feature Representations -- Training Data -- Learning the Parameters -- Beyond Arc-Factored Models -- Summary and Further Reading -- Grammar-Based Parsing -- Context-Free Dependency Grammar -- Parsing with Bilexical Grammars -- Constraint Dependency Grammar -- Weighted Constraint Dependency Grammar -- Transformation-Based Constraint Dependency Parsing -- Summary and Further Reading -- Evaluation -- Evaluation Metrics -- Dependencies for Cross-Framework Parser Evaluation -- Converting Constituent Treebanks into Dependency Formats -- The CoNLL Shared Tasks on Dependency Parsing -- Summary and Further Reading -- Comparison -- Comparing Transition-Based and Graph-Based Models -- Comparing Grammar-Based and Data-Driven Models -- Summary and Further Reading -- Final Thoughts -- Resources -- Parsers -- Treebanks -- Dependency Parsing Wiki -- Bibliography -- Author Biographies.
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