Download or read book Probabilistic Approaches to Linguistic Theory written by Jean-Philippe Bernardy and published by Center for the Study of Language and Information Publica Tion. This book was released on 2023-02-24 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A textbook exploring predictive modes of linguistic development and analysis. During the last two decades, computational linguists, in concert with other researchers in AI, have turned to machine learning and statistical techniques to capture features of natural language and aspects of the learning process that are not easily accommodated in classical algebraic frameworks. These developments are producing a revolution in linguistics in which traditional symbolic systems are giving way to probabilistic and deep learning approaches. This collection features articles that provide background to these approaches, and their application in syntax, semantics, pragmatics, morphology, psycholinguistics, neurolinguistics, and dialogue modeling. Each chapter provides a self-contained introduction to the topic that it covers, making this volume accessible to graduate students and researchers in linguistics, NLP, AI, and cognitive science.
Download or read book Probabilistic Linguistics written by Rens Bod and published by MIT Press. This book was released on 2003 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the past forty years, linguistics has been dominated by the idea that language is categorical and linguistic competence discrete. It has become increasingly clear, however, that many levels of representation, from phonemes to sentence structure, show probabilistic properties, as does the language faculty. Probabilistic linguistics conceptualizes categories as distributions and views knowledge of language not as a minimal set of categorical constraints but as a set of gradient rules that may be characterized by a statistical distribution. Whereas categorical approaches focus on the endpoints of distributions of linguistic phenomena, probabilistic approaches focus on the gradient middle ground. Probabilistic linguistics integrates all the progress made by linguistics thus far with a probabilistic perspective. This book presents a comprehensive introduction to probabilistic approaches to linguistic inquiry. It covers the application of probabilistic techniques to phonology, morphology, semantics, syntax, language acquisition, psycholinguistics, historical linguistics, and sociolinguistics. It also includes a tutorial on elementary probability theory and probabilistic grammars.
Download or read book The Philosophy of Theoretical Linguistics written by Ryan M. Nefdt and published by Cambridge University Press. This book was released on 2024-05-02 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is the remit of theoretical linguistics? How are human languages different from animal calls or artificial languages? What philosophical insights about language can be gleaned from phonology, pragmatics, probabilistic linguistics, and deep learning? This book addresses the current philosophical issues at the heart of theoretical linguistics, which are widely debated not only by linguists, but also philosophers, psychologists, and computer scientists. It delves into hitherto uncharted territory, putting philosophy in direct conversation with phonology, sign language studies, supersemantics, computational linguistics, and language evolution. A range of theoretical positions are covered, from optimality theory and autosegmental phonology to generative syntax, dynamic semantics, and natural language processing with deep learning techniques. By both unwinding the complexities of natural language and delving into the nature of the science that studies it, this book ultimately improves our tools of discovery aimed at one of the most essential features of our humanity, our language.
Download or read book The Handbook of Contemporary Semantic Theory written by Shalom Lappin and published by John Wiley & Sons. This book was released on 2019-02-12 with total page 771 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of The Handbook of Contemporary Semantic Theory presents a comprehensive introduction to cutting-edge research in contemporary theoretical and computational semantics. Features completely new content from the first edition of The Handbook of Contemporary Semantic Theory Features contributions by leading semanticists, who introduce core areas of contemporary semantic research, while discussing current research Suitable for graduate students for courses in semantic theory and for advanced researchers as an introduction to current theoretical work
Download or read book The Oxford Handbook of Linguistic Analysis written by Bernd Heine and published by OUP Oxford. This book was released on 2015-02-19 with total page 1152 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook compares the main analytic frameworks and methods of contemporary linguistics. It offers a unique overview of linguistic theory, revealing the common concerns of competing approaches. By showing their current and potential applications it provides the means by which linguists and others can judge what are the most useful models for the task in hand. Distinguished scholars from all over the world explain the rationale and aims of over thirty explanatory approaches to the description, analysis, and understanding of language. Each chapter considers the main goals of the model; the relation it proposes from between lexicon, syntax, semantics, pragmatics, and phonology; the way it defines the interactions between cognition and grammar; what it counts as evidence; and how it explains linguistic change and structure. The Oxford Handbook of Linguistic Analysis offers an indispensable guide for everyone researching any aspect of language including those in linguistics, comparative philology, cognitive science, developmental philology, cognitive science, developmental psychology, computational science, and artificial intelligence. This second edition has been updated to include seven new chapters looking at linguistic units in language acquisition, conversation analysis, neurolinguistics, experimental phonetics, phonological analysis, experimental semantics, and distributional typology.
Download or read book Empirical Approaches to Linguistic Theory written by Britta Stolterfoht and published by Walter de Gruyter. This book was released on 2012-10-01 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: The mental representation of language cannot be directly observed but must be inferred and modelled from its effects at second hand. Linguists have traditionally responded to this in two ways, either going for a fairly data-light approach and valuing theoretical creativity, or pursuing just those goals for which data is available and trusting to data-driven descriptive work. More recently, advances in technology and experimental techniques have made data gathering easier and more accessible, so that a theoretically informed but empirically based approach is rapidly growing in popularity. This synthesis permits linguists to combine the intellectual hypothesis generation of the theoreticians with the ability to deliver hard answers of the empiricist. This volume is a collection of papers in this direction, using mostly experiment methods to yield insights into syntactic and semantic structures, language processing, and acquisition. Papers report corpus data, neurological investigations, child language studies, and fieldwork from minority languages.
Download or read book Bayesian Brain written by Kenji Doya and published by MIT Press. This book was released on 2007 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experimental and theoretical neuroscientists use Bayesian approaches to analyze the brain mechanisms of perception, decision-making, and motor control.
Download or read book Frequency in Language written by Dagmar Divjak and published by Cambridge University Press. This book was released on 2019-10-10 with total page 343 pages. Available in PDF, EPUB and Kindle. Book excerpt: Re-examines frequency, entrenchment and salience, three foundational concepts in usage-based linguistics, through the prism of learning, memory, and attention.
Download or read book Confronting Metaphor in Use written by Mara Sophia Zanotto and published by John Benjamins Publishing. This book was released on 2008-03-27 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: It is timely for researchers to approach metaphor as social and situated, as a matter of language and discourse, and not just as a matter of thought. Over the last twenty five years, scholars have come to appreciate in depth the cognitive, motivated and embodied nature of metaphor, but have tended to background the linguistic form of metaphor and have largely ignored how this connects to its role in the discourses in which our lives are constructed and lived. This book brings language and social dimensions into the picture, offering snapshots of metaphor use in real language and in real lives across the very different cultures of Europe and Brazil and contributing to the theorizing of metaphor in discourse.
Download or read book Gemination and degemination in English affixation written by Sonia Ben Hedia and published by Language Science Press. This book was released on 2019 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: In English, phonological double consonants only occur across morphological boundaries, for example, in affixation (e.g. in unnatural, innumerous). There are two possibilities for the phonetic realization of these morphological geminates: Either the phonological double is realized with a longer duration than a phonological singleton (gemination), or it is of the same duration as a singleton consonant (degemination). The present book provides the first large-scale empirical study on the gemination with the five English affixes un-, locative in-, negative in-, dis- and -ly. Using corpus and experimental data, the predictions of various approaches to the morpho-phonological and the morpho-phonetic interface are tested. By finding out which approach can account best for the gemination pattern of English affixed words, important implications about the interplay between morphology, phonology and phonetics are drawn.
Download or read book Markov Models and Linguistic Theory written by Friederick J. Damerau and published by Walter de Gruyter GmbH & Co KG. This book was released on 2018-12-03 with total page 196 pages. Available in PDF, EPUB and Kindle. Book excerpt: No detailed description available for "Markov Models and Linguistic Theory".
Download or read book Linguistic Structure Prediction written by Noah A. Smith and published by Springer Nature. This book was released on 2022-05-31 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: A major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational approaches to modeling linguistic structure. We seek to unify across many approaches and many kinds of linguistic structures. Assuming a basic understanding of natural language processing and/or machine learning, we seek to bridge the gap between the two fields. Approaches to decoding (i.e., carrying out linguistic structure prediction) and supervised and unsupervised learning of models that predict discrete structures as outputs are the focus. We also survey natural language processing problems to which these methods are being applied, and we address related topics in probabilistic inference, optimization, and experimental methodology. Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference
Download or read book Corpora and Language Education written by Lynne Flowerdew and published by Springer. This book was released on 2012-01-15 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: Corpora and Language Education critically examines key concepts and issues in corpus linguistics, with a particular focus on the expanding interdisciplinary nature of the field and the role that written and spoken corpora now play in the fields of professional communication, teacher education, translation studies, lexicography, literature, critical discourse analysis, and forensic linguistics. The book also presents a series of corpus-based case studies illustrating central themes and best practices in the field.
Download or read book Gradient Acceptability and Linguistic Theory written by and published by Oxford University Press. This book was released on 2021-12-15 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines a challenging problem at the intersection of theoretical linguistics and the psychology of language: the interpretation of gradient judgments of sentence acceptability in relation to theories of grammatical knowledge. Acceptability judgments constitute the primary source of data on which such theories have been built, despite being susceptible to various extra-grammatical factors. Through a review of experimental and corpus-based research on a variety of syntactic phenomena and an in-depth examination of two case studies, Elaine J. Francis argues for two main positions. The first is that converging evidence from online comprehension tasks, elicited production tasks, and corpora of naturally-occurring discourse can help to determine the sources of variation in acceptability judgments and to narrow down the range of plausible theoretical interpretations. The second is that the interpretation of judgment data depends crucially on the theoretical commitments and assumptions made, especially with respect to the nature of the syntax-semantics interface and the choice of either a categorical or a gradient notion of grammaticality. The theoretical frameworks considered in this book include derivational theories (e.g. Minimalism, Principles and Parameters), constraint-based theories (e.g. Sign-based Construction Grammar, Simpler Syntax), competition-based theories (e.g. Stochastic Optimality Theory, Decathlon Model), and usage-based approaches. The volume shows that while acceptability judgment data are typically compatible with the assumptions of various theoretical frameworks, some gradient phenomena are best captured within frameworks that permit soft constraints-non-categorical grammatical constraints that encode the conventional preferences of language users.
Download or read book Information Theory Meets Power Laws written by Lukasz Debowski and published by John Wiley & Sons. This book was released on 2020-12-01 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover new theoretical connections between stochastic phenomena and the structure of natural language with this powerful volume! Information Theory Meets Power Laws: Stochastic Processes and Language Models presents readers with a novel subtype of a probabilistic approach to language, which is based on statistical laws of texts and their analysis by means of information theory. The distinguished author insightfully and rigorously examines the linguistic and mathematical subject matter while eschewing needlessly abstract and superfluous constructions. The book begins with a less formal treatment of its subjects in the first chapter, introducing its concepts to readers without mathematical training and allowing those unfamiliar with linguistics to learn the book’s motivations. Despite its inherent complexity, Information Theory Meets Power Laws: Stochastic Processes and Language Models is a surprisingly approachable treatment of idealized mathematical models of human language. The author succeeds in developing some of the theory underlying fundamental stochastic and semantic phenomena, like strong nonergodicity, in a way that has not previously been seriously attempted. In doing so, he covers topics including: Zipf’s and Herdan’s laws for natural language Power laws for information, repetitions, and correlations Markov, finite-state,and Santa Fe processes Bayesian and frequentist interpretations of probability Ergodic decomposition, Kolmogorov complexity, and universal coding Theorems about facts and words Information measures for fields Rényi entropies, recurrence times, and subword complexity Asymptotically mean stationary processes Written primarily for mathematics graduate students and professionals interested in information theory or discrete stochastic processes, Information Theory Meets Power Laws: Stochastic Processes and Language Models also belongs on the bookshelves of doctoral students and researchers in artificial intelligence, computational and quantitative linguistics as well as physics of complex systems.
Download or read book Handbook of Linguistic Annotation written by Nancy Ide and published by Springer. This book was released on 2017-06-16 with total page 1459 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook offers a thorough treatment of the science of linguistic annotation. Leaders in the field guide the reader through the process of modeling, creating an annotation language, building a corpus and evaluating it for correctness. Essential reading for both computer scientists and linguistic researchers.Linguistic annotation is an increasingly important activity in the field of computational linguistics because of its critical role in the development of language models for natural language processing applications. Part one of this book covers all phases of the linguistic annotation process, from annotation scheme design and choice of representation format through both the manual and automatic annotation process, evaluation, and iterative improvement of annotation accuracy. The second part of the book includes case studies of annotation projects across the spectrum of linguistic annotation types, including morpho-syntactic tagging, syntactic analyses, a range of semantic analyses (semantic roles, named entities, sentiment and opinion), time and event and spatial analyses, and discourse level analyses including discourse structure, co-reference, etc. Each case study addresses the various phases and processes discussed in the chapters of part one.
Download or read book A Probabilistic Approach to Language Understanding written by Robert Prescott Goldman and published by . This book was released on 1991 with total page 642 pages. Available in PDF, EPUB and Kindle. Book excerpt:
