Cognitive Approach To Natural Language Processing

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Cognitive Approach to Natural Language Processing

Author : Bernadette Sharp
Publisher : Elsevier
ISBN 13 : 008102343X
Total Pages : 234 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Cognitive Approach to Natural Language Processing by : Bernadette Sharp

Download or read book Cognitive Approach to Natural Language Processing written by Bernadette Sharp and published by Elsevier. This book was released on 2017-05-31 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: As natural language processing spans many different disciplines, it is sometimes difficult to understand the contributions and the challenges that each of them presents. This book explores the special relationship between natural language processing and cognitive science, and the contribution of computer science to these two fields. It is based on the recent research papers submitted at the international workshops of Natural Language and Cognitive Science (NLPCS) which was launched in 2004 in an effort to bring together natural language researchers, computer scientists, and cognitive and linguistic scientists to collaborate together and advance research in natural language processing. The chapters cover areas related to language understanding, language generation, word association, word sense disambiguation, word predictability, text production and authorship attribution. This book will be relevant to students and researchers interested in the interdisciplinary nature of language processing. Discusses the problems and issues that researchers face, providing an opportunity for developers of NLP systems to learn from cognitive scientists, cognitive linguistics and neurolinguistics Provides a valuable opportunity to link the study of natural language processing to the understanding of the cognitive processes of the brain

Natural Language Processing and Cognitive Science

Author : Bernadette Sharp
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 1501501283
Total Pages : 326 pages
Book Rating : 4.5/5 (15 download)

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Book Synopsis Natural Language Processing and Cognitive Science by : Bernadette Sharp

Download or read book Natural Language Processing and Cognitive Science written by Bernadette Sharp and published by Walter de Gruyter GmbH & Co KG. This book was released on 2015-03-10 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Peer reviewed articles from the Natural Language Processing and Cognitive Science (NLPCS) 2014 meeting in October 2014 workshop. The meeting fosters interactions among researchers and practitioners in NLP by taking a Cognitive Science perspective. Articles cover topics such as artificial intelligence, computational linguistics, psycholinguistics, cognitive psychology and language learning.

Natural Language Processing and Computational Linguistics

Author : Mohamed Zakaria Kurdi
Publisher : John Wiley & Sons
ISBN 13 : 1119145570
Total Pages : 296 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Natural Language Processing and Computational Linguistics by : Mohamed Zakaria Kurdi

Download or read book Natural Language Processing and Computational Linguistics written by Mohamed Zakaria Kurdi and published by John Wiley & Sons. This book was released on 2016-08-17 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Natural language processing (NLP) is a scientific discipline which is found at the interface of computer science, artificial intelligence and cognitive psychology. Providing an overview of international work in this interdisciplinary field, this book gives the reader a panoramic view of both early and current research in NLP. Carefully chosen multilingual examples present the state of the art of a mature field which is in a constant state of evolution. In four chapters, this book presents the fundamental concepts of phonetics and phonology and the two most important applications in the field of speech processing: recognition and synthesis. Also presented are the fundamental concepts of corpus linguistics and the basic concepts of morphology and its NLP applications such as stemming and part of speech tagging. The fundamental notions and the most important syntactic theories are presented, as well as the different approaches to syntactic parsing with reference to cognitive models, algorithms and computer applications.

Natural Language Processing and Computational Linguistics

Author : Mohamed Zakaria Kurdi
Publisher : John Wiley & Sons
ISBN 13 : 1848218486
Total Pages : 296 pages
Book Rating : 4.8/5 (482 download)

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Book Synopsis Natural Language Processing and Computational Linguistics by : Mohamed Zakaria Kurdi

Download or read book Natural Language Processing and Computational Linguistics written by Mohamed Zakaria Kurdi and published by John Wiley & Sons. This book was released on 2016-08-22 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Natural language processing (NLP) is a scientific discipline which is found at the interface of computer science, artificial intelligence and cognitive psychology. Providing an overview of international work in this interdisciplinary field, this book gives the reader a panoramic view of both early and current research in NLP. Carefully chosen multilingual examples present the state of the art of a mature field which is in a constant state of evolution. In four chapters, this book presents the fundamental concepts of phonetics and phonology and the two most important applications in the field of speech processing: recognition and synthesis. Also presented are the fundamental concepts of corpus linguistics and the basic concepts of morphology and its NLP applications such as stemming and part of speech tagging. The fundamental notions and the most important syntactic theories are presented, as well as the different approaches to syntactic parsing with reference to cognitive models, algorithms and computer applications.

Computational Cognitive Modeling and Linguistic Theory

Author : Adrian Brasoveanu
Publisher : Springer Nature
ISBN 13 : 303031846X
Total Pages : 299 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Computational Cognitive Modeling and Linguistic Theory by : Adrian Brasoveanu

Download or read book Computational Cognitive Modeling and Linguistic Theory written by Adrian Brasoveanu and published by Springer Nature. This book was released on 2020-01-01 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book introduces a general framework that allows natural language researchers to enhance existing competence theories with fully specified performance and processing components. Gradually developing increasingly complex and cognitively realistic competence-performance models, it provides running code for these models and shows how to fit them to real-time experimental data. This computational cognitive modeling approach opens up exciting new directions for research in formal semantics, and linguistics more generally, and offers new ways of (re)connecting semantics and the broader field of cognitive science. The approach of this book is novel in more ways than one. Assuming the mental architecture and procedural modalities of Anderson's ACT-R framework, it presents fine-grained computational models of human language processing tasks which make detailed quantitative predictions that can be checked against the results of self-paced reading and other psycho-linguistic experiments. All models are presented as computer programs that readers can run on their own computer and on inputs of their choice, thereby learning to design, program and run their own models. But even for readers who won't do all that, the book will show how such detailed, quantitatively predicting modeling of linguistic processes is possible. A methodological breakthrough and a must for anyone concerned about the future of linguistics! (Hans Kamp) This book constitutes a major step forward in linguistics and psycholinguistics. It constitutes a unique synthesis of several different research traditions: computational models of psycholinguistic processes, and formal models of semantics and discourse processing. The work also introduces a sophisticated python-based software environment for modeling linguistic processes. This book has the potential to revolutionize not only formal models of linguistics, but also models of language processing more generally. (Shravan Vasishth) .

Cognitive Neuroscience of Natural Language Use

Author : Roel M. Willems
Publisher : Cambridge University Press
ISBN 13 : 1316240061
Total Pages : 305 pages
Book Rating : 4.3/5 (162 download)

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Book Synopsis Cognitive Neuroscience of Natural Language Use by : Roel M. Willems

Download or read book Cognitive Neuroscience of Natural Language Use written by Roel M. Willems and published by Cambridge University Press. This book was released on 2015-02-12 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: When we think of everyday language use, the first things that come to mind include colloquial conversations, reading and writing e-mails, sending text messages or reading a book. But can we study the brain basis of language as we use it in our daily lives? As a topic of study, the cognitive neuroscience of language is far removed from these language-in-use examples. However, recent developments in research and technology have made studying the neural underpinnings of naturally occurring language much more feasible. In this book, a range of international experts provide a state-of-the-art overview of current approaches to making the cognitive neuroscience of language more 'natural' and closer to language use as it occurs in real life. The chapters explore topics including discourse comprehension, the study of dialogue, literature comprehension and the insights gained from looking at natural speech in neuropsychology.

Cross-Disciplinary Advances in Applied Natural Language Processing: Issues and Approaches

Author : Boonthum-Denecke, Chutima
Publisher : IGI Global
ISBN 13 : 1613504489
Total Pages : 439 pages
Book Rating : 4.6/5 (135 download)

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Book Synopsis Cross-Disciplinary Advances in Applied Natural Language Processing: Issues and Approaches by : Boonthum-Denecke, Chutima

Download or read book Cross-Disciplinary Advances in Applied Natural Language Processing: Issues and Approaches written by Boonthum-Denecke, Chutima and published by IGI Global. This book was released on 2011-12-31 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book defines the role of advanced natural language processing within natural language processing, and alongside other disciplines such as linguistics, computer science, and cognitive science"--Provided by publisher.

Natural Language Understanding and Cognitive Robotics

Author : Masao Yokota
Publisher : CRC Press
ISBN 13 : 9780367360313
Total Pages : 204 pages
Book Rating : 4.3/5 (63 download)

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Book Synopsis Natural Language Understanding and Cognitive Robotics by : Masao Yokota

Download or read book Natural Language Understanding and Cognitive Robotics written by Masao Yokota and published by CRC Press. This book was released on 2019 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Describes the method for robots to acquire human-like traits of natural language understanding (NLU), the core of which is mental image directed semantic theory (MIDST). It is based on the hypothesis that NLU by humans is essentially processing of mental image associated with natural language expressions. MIDST is intended to model omnisensory mental image in humans and provide a knowledge representation system for integrative management of knowledge subjective to cognitive mechanisms of intelligent entities, e.g. humans and robots, with a systematic scheme for symbol-grounding. The book is aimed at researchers and students interested in artificial intelligence, robotics, or cognitive science. Based on philosophical considerations, this will also have an appeal in linguistics, psychology, ontology, geography, and cartography"--

Analyzing Discourse and Text Complexity for Learning and Collaborating

Author : Mihai Dascălu
Publisher : Springer
ISBN 13 : 3319034197
Total Pages : 279 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Analyzing Discourse and Text Complexity for Learning and Collaborating by : Mihai Dascălu

Download or read book Analyzing Discourse and Text Complexity for Learning and Collaborating written by Mihai Dascălu and published by Springer. This book was released on 2013-11-26 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the advent and increasing popularity of Computer Supported Collaborative Learning (CSCL) and e-learning technologies, the need of automatic assessment and of teacher/tutor support for the two tightly intertwined activities of comprehension of reading materials and of collaboration among peers has grown significantly. In this context, a polyphonic model of discourse derived from Bakhtin’s work as a paradigm is used for analyzing both general texts and CSCL conversations in a unique framework focused on different facets of textual cohesion. As specificity of our analysis, the individual learning perspective is focused on the identification of reading strategies and on providing a multi-dimensional textual complexity model, whereas the collaborative learning dimension is centered on the evaluation of participants’ involvement, as well as on collaboration assessment. Our approach based on advanced Natural Language Processing techniques provides a qualitative estimation of the learning process and enhances understanding as a “mediator of learning” by providing automated feedback to both learners and teachers or tutors. The main benefits are its flexibility, extensibility and nevertheless specificity for covering multiple stages, starting from reading classroom materials, to discussing on specific topics in a collaborative manner and finishing the feedback loop by verbalizing metacognitive thoughts.

Cognitively Inspired Natural Language Processing

Author : Abhijit Mishra
Publisher : Springer
ISBN 13 : 9811315167
Total Pages : 174 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Cognitively Inspired Natural Language Processing by : Abhijit Mishra

Download or read book Cognitively Inspired Natural Language Processing written by Abhijit Mishra and published by Springer. This book was released on 2018-08-01 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows ways of augmenting the capabilities of Natural Language Processing (NLP) systems by means of cognitive-mode language processing. The authors employ eye-tracking technology to record and analyze shallow cognitive information in the form of gaze patterns of readers/annotators who perform language processing tasks. The insights gained from such measures are subsequently translated into systems that help us (1) assess the actual cognitive load in text annotation, with resulting increase in human text-annotation efficiency, and (2) extract cognitive features that, when added to traditional features, can improve the accuracy of text classifiers. In sum, the authors’ work successfully demonstrates that cognitive information gleaned from human eye-movement data can benefit modern NLP. Currently available Natural Language Processing (NLP) systems are weak AI systems: they seek to capture the functionality of human language processing, without worrying about how this processing is realized in human beings’ hardware. In other words, these systems are oblivious to the actual cognitive processes involved in human language processing. This ignorance, however, is NOT bliss! The accuracy figures of all non-toy NLP systems saturate beyond a certain point, making it abundantly clear that “something different should be done.”

Natural Language Processing and Cognitive Science

Author : Walter De Gruyter Incorporated
Publisher : Walter de Gruyter
ISBN 13 : 9781501501296
Total Pages : 326 pages
Book Rating : 4.5/5 (12 download)

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Book Synopsis Natural Language Processing and Cognitive Science by : Walter De Gruyter Incorporated

Download or read book Natural Language Processing and Cognitive Science written by Walter De Gruyter Incorporated and published by Walter de Gruyter. This book was released on 2015-02 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Peer reviewed articles from the Natural Language Processing and Cognitive Science (NLPCS) 2014 meeting in October 2014 workshop.The meeting fosters interactions among researchers and practitioners in NLP by taking a Cognitive Science perspective. Articles cover topics such as artificial intelligence, computational linguistics, psycholinguistics, cognitive psychology and language learning.

Language as a Cognitive Process: Syntax

Author : Terry Winograd
Publisher :
ISBN 13 :
Total Pages : 664 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Language as a Cognitive Process: Syntax by : Terry Winograd

Download or read book Language as a Cognitive Process: Syntax written by Terry Winograd and published by . This book was released on 1983 with total page 664 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Cognitive Plausibility in Natural Language Processing

Author : Lisa Beinborn
Publisher : Springer Nature
ISBN 13 : 3031432606
Total Pages : 166 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Cognitive Plausibility in Natural Language Processing by : Lisa Beinborn

Download or read book Cognitive Plausibility in Natural Language Processing written by Lisa Beinborn and published by Springer Nature. This book was released on 2023-12-04 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the cognitive plausibility of computational language models and why it’s an important factor in their development and evaluation. The authors present the idea that more can be learned about cognitive plausibility of computational language models by linking signals of cognitive processing load in humans to interpretability methods that allow for exploration of the hidden mechanisms of neural models. The book identifies limitations when applying the existing methodology for representational analyses to contextualized settings and critiques the current emphasis on form over more grounded approaches to modeling language. The authors discuss how novel techniques for transfer and curriculum learning could lead to cognitively more plausible generalization capabilities in models. The book also highlights the importance of instance-level evaluation and includes thorough discussion of the ethical considerations that may arise throughout the various stages of cognitive plausibility research.

The Routledge Handbook of Cognitive Linguistics

Author : Wen Xu
Publisher : Routledge
ISBN 13 : 1351034693
Total Pages : 792 pages
Book Rating : 4.3/5 (51 download)

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Book Synopsis The Routledge Handbook of Cognitive Linguistics by : Wen Xu

Download or read book The Routledge Handbook of Cognitive Linguistics written by Wen Xu and published by Routledge. This book was released on 2021-06-04 with total page 792 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Routledge Handbook of Cognitive Linguistics provides a comprehensive introduction and essential reference work to cognitive linguistics. It encompasses a wide range of perspectives and approaches, covering all the key areas of cognitive linguistics and drawing on interdisciplinary and multidisciplinary research in pragmatics, discourse analysis, biolinguistics, ecolinguistics, evolutionary linguistics, neuroscience, language pedagogy, and translation studies. The forty-three chapters, written by international specialists in the field, cover four major areas: • Basic theories and hypotheses, including cognitive semantics, cognitive grammar, construction grammar, frame semantics, natural semantic metalanguage, and word grammar; • Central topics, including embodiment, image schemas, categorization, metaphor and metonymy, construal, iconicity, motivation, constructionalization, intersubjectivity, grounding, multimodality, cognitive pragmatics, cognitive poetics, humor, and linguistic synaesthesia, among others; • Interfaces between cognitive linguistics and other areas of linguistic study, including cultural linguistics, linguistic typology, figurative language, signed languages, gesture, language acquisition and pedagogy, translation studies, and digital lexicography; • New directions in cognitive linguistics, demonstrating the relevance of the approach to social, diachronic, neuroscientific, biological, ecological, multimodal, and quantitative studies. The Routledge Handbook of Cognitive Linguistics is an indispensable resource for undergraduate and postgraduate students, and for all researchers working in this area.

Statistical Significance Testing for Natural Language Processing

Author : Rotem Dror
Publisher : Springer Nature
ISBN 13 : 3031021746
Total Pages : 98 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Statistical Significance Testing for Natural Language Processing by : Rotem Dror

Download or read book Statistical Significance Testing for Natural Language Processing written by Rotem Dror and published by Springer Nature. This book was released on 2022-06-01 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data-driven experimental analysis has become the main evaluation tool of Natural Language Processing (NLP) algorithms. In fact, in the last decade, it has become rare to see an NLP paper, particularly one that proposes a new algorithm, that does not include extensive experimental analysis, and the number of involved tasks, datasets, domains, and languages is constantly growing. This emphasis on empirical results highlights the role of statistical significance testing in NLP research: If we, as a community, rely on empirical evaluation to validate our hypotheses and reveal the correct language processing mechanisms, we better be sure that our results are not coincidental. The goal of this book is to discuss the main aspects of statistical significance testing in NLP. Our guiding assumption throughout the book is that the basic question NLP researchers and engineers deal with is whether or not one algorithm can be considered better than another one. This question drives the field forward as it allows the constant progress of developing better technology for language processing challenges. In practice, researchers and engineers would like to draw the right conclusion from a limited set of experiments, and this conclusion should hold for other experiments with datasets they do not have at their disposal or that they cannot perform due to limited time and resources. The book hence discusses the opportunities and challenges in using statistical significance testing in NLP, from the point of view of experimental comparison between two algorithms. We cover topics such as choosing an appropriate significance test for the major NLP tasks, dealing with the unique aspects of significance testing for non-convex deep neural networks, accounting for a large number of comparisons between two NLP algorithms in a statistically valid manner (multiple hypothesis testing), and, finally, the unique challenges yielded by the nature of the data and practices of the field.

Speech & Language Processing

Author : Dan Jurafsky
Publisher : Pearson Education India
ISBN 13 : 9788131716724
Total Pages : 912 pages
Book Rating : 4.7/5 (167 download)

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Book Synopsis Speech & Language Processing by : Dan Jurafsky

Download or read book Speech & Language Processing written by Dan Jurafsky and published by Pearson Education India. This book was released on 2000-09 with total page 912 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Language Production, Cognition, and the Lexicon

Author : Núria Gala
Publisher : Springer
ISBN 13 : 3319080431
Total Pages : 578 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Language Production, Cognition, and the Lexicon by : Núria Gala

Download or read book Language Production, Cognition, and the Lexicon written by Núria Gala and published by Springer. This book was released on 2014-11-11 with total page 578 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book collects contributions from well-established researchers at the interface between language and cognition. It provides an overview of the latest insights into this interdisciplinary field from the perspectives of natural language processing, computer science, psycholinguistics and cognitive science. One of the pioneers in cognitive natural language processing is Michael Zock, to whom this volume is dedicated. The structure of the book reflects his main research interests: lexicon and lexical analysis, semantics, language and speech generation, reading and writing technologies, language resources and language engineering. The book is a valuable reference work and authoritative information source, giving an overview on the field and describing the state of the art as well as future developments. It is intended for researchers and advanced students interested in the subject. One of the pioneers in cognitive natural language processing is Michael Zock, to whom this volume is dedicated. The structure of the book reflects his main research interests: Lexicon and lexical analysis, semantics, language and speech generation, reading and writing technologies, language resources and language engineering. The book is a valuable reference work and authoritative information source, giving an overview on the field and describing the state of the art as well as future developments. It is intended for researchers and advanced students interested in the subject. One of the pioneers in cognitive natural language processing is Michael Zock, to whom this volume is dedicated. The structure of the book reflects his main research interests: Lexicon and lexical analysis, semantics, language and speech generation, reading and writing technologies, language resources and language engineering. The book is a valuable reference work and authoritative information source, giving an overview on the field and describing the state of the art as well as future developments. It is intended for researchers and advanced students interested in the subject.