Formal Analysis for Natural Language Processing: A Handbook

Formal Analysis for Natural Language Processing: A Handbook
Author: Zhiwei Feng
Publisher: Springer Nature
Total Pages: 802
Release: 2023-05-09
Genre: Computers
ISBN: 9811651728

The field of natural language processing (NLP) is one of the most important and useful application areas of artificial intelligence. NLP is now rapidly evolving, as new methods and toolsets converge with an ever-expanding wealth of available data. This state-of-the-art handbook addresses all aspects of formal analysis for natural language processing. Following a review of the field’s history, it systematically introduces readers to the rule-based model, statistical model, neural network model, and pre-training model in natural language processing. At a time characterized by the steady and vigorous growth of natural language processing, this handbook provides a highly accessible introduction and much-needed reference guide to both the theory and method of NLP. It can be used for individual study, as the textbook for courses on natural language processing or computational linguistics, or as a supplement to courses on artificial intelligence, and offers a valuable asset for researchers, practitioners, lecturers, graduate and undergraduate students alike.

Quantifiers and Cognition: Logical and Computational Perspectives

Quantifiers and Cognition: Logical and Computational Perspectives
Author: Jakub Szymanik
Publisher: Springer
Total Pages: 213
Release: 2016-02-19
Genre: Language Arts & Disciplines
ISBN: 3319287494

This volume on the semantic complexity of natural language explores the question why some sentences are more difficult than others. While doing so, it lays the groundwork for extending semantic theory with computational and cognitive aspects by combining linguistics and logic with computations and cognition. Quantifier expressions occur whenever we describe the world and communicate about it. Generalized quantifier theory is therefore one of the basic tools of linguistics today, studying the possible meanings and the inferential power of quantifier expressions by logical means. The classic version was developed in the 1980s, at the interface of linguistics, mathematics and philosophy. Before this volume, advances in "classic" generalized quantifier theory mainly focused on logical questions and their applications to linguistics, this volume adds a computational component, the third pillar of language use and logical activity. This book is essential reading for researchers in linguistics, philosophy, cognitive science, logic, AI, and computer science.

Modern Perspectives in Type-Theoretical Semantics

Modern Perspectives in Type-Theoretical Semantics
Author: Stergios Chatzikyriakidis
Publisher: Springer
Total Pages: 297
Release: 2017-02-07
Genre: Language Arts & Disciplines
ISBN: 3319504223

This book is a collective volume that reports the state of the art in the applications of type theory to linguistic semantics. The volume fills a 20 year gap from the last published book on the issue and aspires to bring researchers closer to cutting edge alternatives in formal semantics research. It consists of unpublished work by some key researchers on various issues related to the type theoretical study of formal semantics and further exemplifies the advantages of using modern type theoretical approaches to linguistic semantics. Themes that are covered include modern developments of type theories in formal semantics, foundational issues in linguistic semantics like anaphora, modality and plurals, innovational interdisciplinary research like the introduction of probability theory to type theories as well as computational implementations of type theoretical approaches. This volume will be of great interest to formal semanticists that are looking for alternative ways to study linguistic semantics, but will also be of interest to theoretical computer scientists and mathematicians that are interested in the applications of type theory.

A Theory of Aspectuality

A Theory of Aspectuality
Author: Henk J. Verkuyl
Publisher: Cambridge University Press
Total Pages: 416
Release: 1996-05-30
Genre: Language Arts & Disciplines
ISBN: 9780521564526

Sentences may pertain to states or processes or events. They may express duration, frequency, habituality, and many other forms of temporality. How do they do this? It is the aspectual properties of sentences in natural languages which allow the user to express a temporal structure, and Henk Verkuyl presents a unified formal system to account for them. He explains aspectuality in terms of the opposition between terminative aspect and durative aspect, and describes the way in which terminative aspect is compositionally formed on the basis of semantic information expressed by different syntactic elements, in particular the verb and its arguments. The aim is to determine which semantic conditions make a sentence terminative; but at least ten different forms of durative aspectuality are also treated. All are drawn into a theory which can account for both terminative and durative aspectuality together. A Theory of Aspectuality draws together into a coherent whole the author's thinking on the subject over the last twenty years, and will interest all those working on aspect and the semantics of noun phrases. It promises to be a major new contribution to our understanding of the subject.

Text and Discourse Connectedness

Text and Discourse Connectedness
Author: Maria-Elisabeth Conte
Publisher: John Benjamins Publishing
Total Pages: 614
Release: 1989-01-01
Genre: Language Arts & Disciplines
ISBN: 9027286027

The 35 papers in this volume provide a comprehensive picture of crucial aspects of connectedness. The papers are divided into three main groups: the papers in the first group deal with particular questions of the text-constituting role of anaphora, deixis, coreference, modality, conjunctions and particles, theme, topic, ellipsis, etc., the second group of papers discusses the connectedness in texts/discourses of different types (narrative texts, stories, horoscopes, anecdotes, poems, comics, etc.), and, finally, the papers in the third group discuss general theoretical/methodological questions concerning connectedness.

Natural Language Processing in Artificial Intelligence

Natural Language Processing in Artificial Intelligence
Author: Brojo Kishore Mishra
Publisher: CRC Press
Total Pages: 297
Release: 2020-11-01
Genre: Science
ISBN: 1000711315

This volume focuses on natural language processing, artificial intelligence, and allied areas. Natural language processing enables communication between people and computers and automatic translation to facilitate easy interaction with others around the world. This book discusses theoretical work and advanced applications, approaches, and techniques for computational models of information and how it is presented by language (artificial, human, or natural) in other ways. It looks at intelligent natural language processing and related models of thought, mental states, reasoning, and other cognitive processes. It explores the difficult problems and challenges related to partiality, underspecification, and context-dependency, which are signature features of information in nature and natural languages. Key features: Addresses the functional frameworks and workflow that are trending in NLP and AI Looks at the latest technologies and the major challenges, issues, and advances in NLP and AI Explores an intelligent field monitoring and automated system through AI with NLP and its implications for the real world Discusses data acquisition and presents a real-time case study with illustrations related to data-intensive technologies in AI and NLP.

Applied Natural Language Processing

Applied Natural Language Processing
Author: Philip M. McCarthy
Publisher: IGI Global
Total Pages: 0
Release: 2012
Genre: Computers
ISBN: 9781609607418

"This book offers a description of ANLP: what it is, what it does; and where it's going, including defining the role of ANLP within NLP, and alongside other disciplines such as linguistics, computer science, and cognitive science"--Provided by publisher.

Quantifiers: Logics, Models and Computation

Quantifiers: Logics, Models and Computation
Author: Michal Krynicki
Publisher: Springer Science & Business Media
Total Pages: 282
Release: 2013-04-09
Genre: Philosophy
ISBN: 9401705240

This volume contains a collection of research papers centered around the concept of quantifier. Recently this concept has become the central point of research in logic. It is one of the important logical concepts whose exact domain and applications have so far been insufficiently explored, especially in the area of inferential and semantic properties of languages. It should thus remain the central point of research in the future. Moreover, during the last twenty years generalized quantifiers and logical technics based on them have proved their utility in various applications. The example of natu rallanguage semantics has been partcularly striking. For a long time it has been belived that elementary logic also called first-order logic was an ade quate theory of logical forms of natural language sentences. Recently it has been accepted that semantics of many natural language constructions can not be properly represented in elementary logic. It has turned out, however, that they can be described by means of generalized quantifiers. As far as computational applications oflogic are concerned, particulary interesting are semantics restricted to finite models. Under this restriction elementary logic looses several of its advantages such as axiomatizability and compactness. And for various purposes we can use equally well some semantically richer languages of which generalized quantifiers offer the most universal methods of describing extensions of elementary logic. Moreover we can look at generalized quantifiers as an explication of some specific mathematical concepts, e. g.

Quantifiers in Language and Logic

Quantifiers in Language and Logic
Author: Stanley Peters
Publisher: Oxford University Press
Total Pages: 549
Release: 2006-04-27
Genre: Language Arts & Disciplines
ISBN: 019929125X

Quantification is a topic which brings together linguistics, logic, and philosophy. Quantifiers are the essential tools with which, in language or logic, we refer to quantity of things or amount of stuff. In English they include such expressions as no, some, all, both, and many. Peters and Westerstahl present the definitive interdisciplinary exploration of how they work - their syntax, semantics, and inferential role.Quantifiers in Language and Logic is intended for everyone with a scholarly interest in the exact treatment of meaning. It presents a broad view of the semantics and logic of quantifier expressions in natural languages and, to a slightly lesser extent, in logical languages. The authors progress carefully from a fairly elementary level to considerable depth over the course of sixteen chapters; their book will be invaluable to a broad spectrum of readers, from those with a basicknowledge of linguistic semantics and of first-order logic to those with advanced knowledge of semantics, logic, philosophy of language, and knowledge representation in artificial intelligence.