Ambiguity Resolution in Language Learning

Ambiguity Resolution in Language Learning PDF Author: Hinrich Schütze
Publisher: Center for the Study of Language and Information Publications
ISBN: 9781575860749
Category : Language Arts & Disciplines
Languages : en
Pages : 230

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Book Description
This volume is concerned with how ambiguity and ambiguity resolution are learned, that is, with the acquisition of the different representations of ambiguous linguistic forms and the knowledge necessary for selecting among them in context. Schütze concentrates on how the acquisition of ambiguity is possible in principle and demonstrates that particular types of algorithms and learning architectures (such as unsupervised clustering and neural networks) can succeed at the task. Three types of lexical ambiguity are treated: ambiguity in syntactic categorisation, semantic categorisation, and verbal subcategorisation. The volume presents three different models of ambiguity acquisition: Tag Space, Word Space, and Subcat Learner, and addresses the importance of ambiguity in linguistic representation and its relevance for linguistic innateness.

Ambiguity Resolution in Language Learning

Ambiguity Resolution in Language Learning PDF Author: Hinrich Schütze
Publisher: Center for the Study of Language and Information Publications
ISBN: 9781575860749
Category : Language Arts & Disciplines
Languages : en
Pages : 230

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Book Description
This volume is concerned with how ambiguity and ambiguity resolution are learned, that is, with the acquisition of the different representations of ambiguous linguistic forms and the knowledge necessary for selecting among them in context. Schütze concentrates on how the acquisition of ambiguity is possible in principle and demonstrates that particular types of algorithms and learning architectures (such as unsupervised clustering and neural networks) can succeed at the task. Three types of lexical ambiguity are treated: ambiguity in syntactic categorisation, semantic categorisation, and verbal subcategorisation. The volume presents three different models of ambiguity acquisition: Tag Space, Word Space, and Subcat Learner, and addresses the importance of ambiguity in linguistic representation and its relevance for linguistic innateness.

Lexical Ambiguity Resolution

Lexical Ambiguity Resolution PDF Author: Steven L. Small
Publisher: Elsevier
ISBN: 0080510132
Category : Computers
Languages : en
Pages : 529

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Book Description
The most frequently used words in English are highly ambiguous; for example, Webster's Ninth New Collegiate Dictionary lists 94 meanings for the word "run" as a verb alone. Yet people rarely notice this ambiguity. Solving this puzzle has commanded the efforts of cognitive scientists for many years. The solution most often identified is "context": we use the context of utterance to determine the proper meanings of words and sentences. The problem then becomes specifying the nature of context and how it interacts with the rest of an understanding system. The difficulty becomes especially apparent in the attempt to write a computer program to understand natural language. Lexical ambiguity resolution (LAR), then, is one of the central problems in natural language and computational semantics research. A collection of the best research on LAR available, this volume offers eighteen original papers by leading scientists. Part I, Computer Models, describes nine attempts to discover the processes necessary for disambiguation by implementing programs to do the job. Part II, Empirical Studies, goes into the laboratory setting to examine the nature of the human disambiguation mechanism and the structure of ambiguity itself. A primary goal of this volume is to propose a cognitive science perspective arising out of the conjunction of work and approaches from neuropsychology, psycholinguistics, and artificial intelligence--thereby encouraging a closer cooperation and collaboration among these fields. Lexical Ambiguity Resolution is a valuable and accessible source book for students and cognitive scientists in AI, psycholinguistics, neuropsychology, or theoretical linguistics.

Bilingual Lexical Ambiguity Resolution

Bilingual Lexical Ambiguity Resolution PDF Author: Roberto R. Heredia
Publisher: Cambridge University Press
ISBN: 1107145619
Category : Education
Languages : en
Pages : 345

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Book Description
Sets out state-of-the-art methodological and theoretical advancements to shed light on how bilingual speakers comprehend ambiguous information.

Semantic Interpretation and the Resolution of Ambiguity

Semantic Interpretation and the Resolution of Ambiguity PDF Author: Graeme Hirst
Publisher: Cambridge University Press
ISBN: 9780521428989
Category : Computers
Languages : en
Pages : 284

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Book Description
Semantic interpretation and the resolution of ambiguity presents an important advance in computer understanding of natural language. While parsing techniques have been greatly improved in recent years, the approach to semantics has generally improved in recent years, the approach to semantics has generally been ad hoc and had little theoretical basis. Graeme Hirst offers a new, theoretically motivated foundation for conceptual analysis by computer, and shows how this framework facilitates the resolution of lexical and syntactic ambiguities. His approach is interdisciplinary, drawing on research in computational linguistics, artificial intelligence, montague semantics, and cognitive psychology.

Automatic Ambiguity Resolution in Natural Language Processing

Automatic Ambiguity Resolution in Natural Language Processing PDF Author: Alexander Franz
Publisher: Springer Science & Business Media
ISBN: 9783540620044
Category : Computers
Languages : en
Pages : 186

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Book Description
This is an exciting time for Artificial Intelligence, and for Natural Language Processing in particular. Over the last five years or so, a newly revived spirit has gained prominence that promises to revitalize the whole field: the spirit of empiricism. This book introduces a new approach to the important NLP issue of automatic ambiguity resolution, based on statistical models of text. This approach is compared with previous work and proved to yield higher accuracy for natural language analysis. An effective implementation strategy is also described, which is directly useful for natural language analysis. The book is noteworthy for demonstrating a new empirical approach to NLP; it is essential reading for researchers in natural language processing or computational linguistics.

Experimental Methods in Language Acquisition Research

Experimental Methods in Language Acquisition Research PDF Author: Elma Blom
Publisher: John Benjamins Publishing
ISBN: 9027287953
Category : Language Arts & Disciplines
Languages : en
Pages : 302

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Book Description
Experimental Methods in Language Acquisition Research provides students and researchers interested in language acquisition with comprehensible and practical information on the most frequently used methods in language acquisition research. It includes contributions on first and child/adult second language learners, language-impaired children, and on the acquisition of both spoken and signed language. Part I discusses specific experimental methods, explaining the rationale behind each one, and providing an overview of potential participants, the procedure and data-analysis, as well as advantages and disadvantages and dos and don’ts. Part II focuses on comparisons across groups, addressing the theoretical, applied and methodological issues involved in such comparative work. This book will not only be of use to advanced undergraduate and postgraduate students, but also to any scholars wishing to learn more about a particular research method. It is suitable as a textbook in postgraduate programs in the fields of linguistics, education and psychology.

Proceedings of the Twenty-first Annual Conference of the Cognitive Science Society

Proceedings of the Twenty-first Annual Conference of the Cognitive Science Society PDF Author: Martin Hahn
Publisher: Psychology Press
ISBN: 1135658374
Category : Psychology
Languages : en
Pages : 847

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Book Description
This book presents the complete collection of peer-reviewed presentations at the 1999 Cognitive Science Society meeting, including papers, poster abstracts, and descriptions of conference symposia. For students and researchers in all areas of cognitive science.

Resolving Semantic Ambiguity

Resolving Semantic Ambiguity PDF Author: David S. Gorfein
Publisher: Springer Science & Business Media
ISBN: 1461235960
Category : Computers
Languages : en
Pages : 342

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Book Description
Resolving Semantic Ambiguity arrrays the work of leading theorists on the issues surrounding the meaning and interpretation of ambiguous text. The chapters are organized around three major themes: (1) retrieval, (2) representation of words, and (3) text as a context. The book offers a number of new challenges to the role of context in language processing, some striking new evidence on the repetition of homographs in different contexts, and new approaches to resolution capable of being incorporated into either modular or network models. In several papers the problem of ambiguity is extended to include the problem of weak ambiguity and understanding text themes. The book provides a unique starting point for researchers approaching the problems of meaning in cognitive science, psychology, and computational linguistics.

Ambiguity in Psycholinguistics

Ambiguity in Psycholinguistics PDF Author: Joseph F. Kess
Publisher: John Benjamins Publishing
ISBN: 9027225141
Category : Language Arts & Disciplines
Languages : en
Pages : 130

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Book Description
The authors present a comprehensive overview of past research in ambiguity in the field of psycholinguistics. Experimental results have often been equivocal in allowing a choice between the single-reading hypothesis and the multiple-reading hypothesis of processing of ambiguous sentences. This text reviews the arguments and experimental results in support of each of these views, and further investigates the contributions of context and thematic constraints in the process of ambiguity resolution. Commentary is also made on the possible hierarchical ordering of difficulty in the treatment of ambiguity, as well as critically related considerations like bias, individual differences, general cognitive strategies for dealing with multiphase representations, and the inherent differences between lexical and syntactic ambiguity.

Bilingual Sentence Processing

Bilingual Sentence Processing PDF Author: Roberto Heredia
Publisher: Elsevier
ISBN: 0080500099
Category : Psychology
Languages : en
Pages : 391

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Book Description
Bilingual Sentence Processing