Towards an Information-based Theory of Language Use in Natural Dialogue

Towards an Information-based Theory of Language Use in Natural Dialogue
Author: Yang Xu
Publisher:
Total Pages:
Release: 2018
Genre:
ISBN:

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Dialogue is a pervasive form of human communication. Understanding the mechanisms of language use in dialogue not only enriches our knowledge of human cognition in general, but also provides insight to understand the psychological and social aspects of communication as well, and has the potential to facilitate the design of systems, such as natural language interfaces. Language use in dialogue is characterized from multiple representation levels in most psycholinguistic theories. However, most computational evidence comes from lower level representation levels (e.g., word, syntax etc.), but little work has been done to directly model dialogue from higher levels (e.g., semantic, situational models etc.) due to technical difficulties and lack of data. To address this issue, I propose an information-theoretic perspective that views dialogue as a communication system in which information is contributed by different sources (interlocutors), and conduct a series of computational studies about higher level interaction in dialogue. First, I find evidence showing that the information contribution from interlocutors differs by their roles in initiating topic episodes, and that the aggregated information (without distinguishing interlocutor roles) conforms to the principle of maximizing communication efficiency in Information Theory. Second, I further exploit the analogy of dialogue to communication system, and view the information of utterances as time series. By applying spectral analysis techniques to those time series, I extract useful features that can effectively predict the success of collaboration in task-oriented dialogues.Third, I explore the extended implications of our proposed view by including information as a factor in analyzing the effect of social power on linguistic alignment. We find that linguistic alignment is actually influenced more by low level features such as information, rather than social power. To sum up, modeling language from an information-theoretic perspective is an effective way to study human dialogue at higher representation levels. Interaction patterns of the information representation can characterize some properties of dialogue that are not adequately captured by low level representations. Most of the low level language activities in dialogue can be accounted by the sensitivity to information content, which part of human's innate cognitive traits.

Language as Dialogue

Language as Dialogue
Author: Edda Weigand
Publisher: John Benjamins Publishing
Total Pages: 420
Release: 2009
Genre: Language Arts & Disciplines
ISBN: 9027210225

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With her theory of Language as Dialogue, Edda Weigand has opened up a new and promising perspective in linguistic research and its neighbouring disciplines. Her model of competence-in-performance solved the problem of how to bridge the gap between competence and performance and thus substantially shaped the way in which people look at language today. This book traces Weigand s linguistic career from its beginning to today and comprises a selection of articles which take the reader on a vivid and fascinating journey through the most important stages of her theorizing. The initial stage when a model of communicative competence was developed is followed by a gradual transition period which finally resulted in the theory of the dialogic action game as a mixed game or the Mixed Game Model. The articles cover a wide range of linguistic topics including, among others, speech act theory, lexical semantics, utterance grammar, emotions, the media, rhetoric and institutional communication. Editorial introductions give further information on the origin and theoretical background of the articles included."

From Pragmatics to Dialogue

From Pragmatics to Dialogue
Author: Edda Weigand
Publisher: John Benjamins Publishing Company
Total Pages: 230
Release: 2018-09-15
Genre: Language Arts & Disciplines
ISBN: 9027263744

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This volume aims at building bridges from pragmatics to dialogue and overcoming the gap between two ‘circles’ which have cut themselves off from each other in recent decades even if both addressed the same object, ‘language use’. Pragmatics means the study of natural language use. There is however no clear answer as to what language use means. We are instead confronted with multiple and diverse models in an uncircumscribed field of language use. When trying to transform such a puzzle of pieces into a meaningful picture we are confronted with the complexity of language use which does not mean ‘language’ put to ‘use’ but represents the unity of a complex whole and calls for a total change in methodology towards a holistic theory. Human beings as dialogic individuals use language as dialogue which allows them to tackle the vicissitudes of their lives. Dialogue and its methodology of action and reaction can be traced back to human nature and provides the key to the unstructured field of pragmatics. The contributions to this volume share this common ground and address various perspectives in different types of action game.

Constructing a Language

Constructing a Language
Author: Michael TOMASELLO
Publisher: Harvard University Press
Total Pages: 399
Release: 2009-06-30
Genre: Psychology
ISBN: 0674044398

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In this groundbreaking book, Tomasello presents a comprehensive usage-based theory of language acquisition. Drawing together a vast body of empirical research in cognitive science, linguistics, and developmental psychology, Tomasello demonstrates that we don't need a self-contained "language instinct" to explain how children learn language. Their linguistic ability is interwoven with other cognitive abilities.

Reinforcement Learning for Adaptive Dialogue Systems

Reinforcement Learning for Adaptive Dialogue Systems
Author: Verena Rieser
Publisher: Springer Science & Business Media
Total Pages: 261
Release: 2011-11-23
Genre: Computers
ISBN: 3642249426

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The past decade has seen a revolution in the field of spoken dialogue systems. As in other areas of Computer Science and Artificial Intelligence, data-driven methods are now being used to drive new methodologies for system development and evaluation. This book is a unique contribution to that ongoing change. A new methodology for developing spoken dialogue systems is described in detail. The journey starts and ends with human behaviour in interaction, and explores methods for learning from the data, for building simulation environments for training and testing systems, and for evaluating the results. The detailed material covers: Spoken and Multimodal dialogue systems, Wizard-of-Oz data collection, User Simulation methods, Reinforcement Learning, and Evaluation methodologies. The book is a research guide for students and researchers with a background in Computer Science, AI, or Machine Learning. It navigates through a detailed case study in data-driven methods for development and evaluation of spoken dialogue systems. Common challenges associated with this approach are discussed and example solutions are provided. This work provides insights, lessons, and inspiration for future research and development – not only for spoken dialogue systems in particular, but for data-driven approaches to human-machine interaction in general.

Syntax - Theory and Analysis. Volume 3

Syntax - Theory and Analysis. Volume 3
Author: Tibor Kiss
Publisher: Walter de Gruyter GmbH & Co KG
Total Pages: 708
Release: 2015-03-10
Genre: Language Arts & Disciplines
ISBN: 3110363682

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This Handbook represents the development of research and the current level of knowledge in the fields of syntactic theory and syntax analysis. Syntax can look back to a long tradition. Especially in the last 50 years, however, the interaction between syntactic theory and syntactic analysis has led to a rapid increase in analyses and theoretical suggestions. This second edition of the Handbook on Syntax adopts a unifying perspective and therefore does not place the division of syntactic theory into several schools to the fore, but the increase in knowledge resulting from the fruitful argumentations between syntactic analysis and syntactic theory. It uses selected phenomena of individual languages and their cross-linguistic realizations to explain what syntactic analyses can do and at the same time to show in what respects syntactic theories differ from each other. It investigates how syntax is related to neighbouring disciplines and investigate the role of the interfaces especially the relationship between syntax and phonology, morphology, compositional semantics, pragmatics, and the lexicon. The phenomena chosen bring together renowned experts in syntax, and represent the consensus reached as to what has to be considered as an important as well as illustrative syntactic phenomenon. The phenomena discuss do not only serve to show syntactic analyses, but also to compare theoretical approaches with each other.

Spoken Natural Language Dialog Systems

Spoken Natural Language Dialog Systems
Author: Ronnie W. Smith
Publisher: Oxford University Press
Total Pages: 314
Release: 1995-02-02
Genre: Computers
ISBN: 0195357914

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As spoken natural language dialog systems technology continues to make great strides, numerous issues regarding dialog processing still need to be resolved. This book presents an exciting new dialog processing architecture that allows for a number of behaviors required for effective human-machine interactions, including: problem-solving to help the user carry out a task, coherent subdialog movement during the problem-solving process, user model usage, expectation usage for contextual interpretation and error correction, and variable initiative behavior for interacting with users of differing expertise. The book also details how different dialog problems in processing can be handled simultaneously, and provides instructions and in-depth result from pertinent experiments. Researchers and professionals in natural language systems will find this important new book an invaluable addition to their libraries.

Abduction, Belief and Context in Dialogue

Abduction, Belief and Context in Dialogue
Author: Harry Bunt
Publisher: John Benjamins Publishing
Total Pages: 479
Release: 2000-11-13
Genre: Language Arts & Disciplines
ISBN: 9027275491

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Language is always generated and interpreted in a certain context, and the semantic, syntactic, and lexical properties of linguistic expressions reflect this. Interactive language understanding systems, such as language-based dialogue systems, therefore have to apply contextual information to interpret their inputs and to generate appropriate outputs, but are in practice very poor at this. This book contains a number of studies in Computational Pragmatics, the newly emerging field of study of how contextual information can be effectively brought to bear in language understanding and generation. The various chapters center around the conceptual, formal and computational modeling of context in general, of the relevant beliefs of dialogue participants in particular, and of the reasoning that may be applied to relate linguistic phenomena to aspects of the dialogue context. These issues are discussed both from a theoretical point of view and in relation to their roles in prototypical language understanding systems.

Natural Language Processing and Information Systems

Natural Language Processing and Information Systems
Author: Christian Kop
Publisher: Springer
Total Pages: 238
Release: 2006-07-04
Genre: Computers
ISBN: 3540346171

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This book constitutes the refereed proceedings of the 11th International Conference on Applications of Natural Language to Information Systems, NLDB 2006, held in Klagenfurt, Austria in May/June 2006 as part of UNISCON 2006. The book presents 17 revised full papers and 5 revised short papers, organized in topical sections on concepts extraction and ontology, ontologies and task repository utilization, query processing, information retrieval and dialog processing, and NLP techniques.