Linguistic Fundamentals for Natural Language Processing

Linguistic Fundamentals for Natural Language Processing PDF Author: Emily M. Bender
Publisher: Morgan & Claypool Publishers
ISBN: 1627050124
Category : Computers
Languages : en
Pages : 186

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Book Description
Many NLP tasks have at their core a subtask of extracting the dependencies—who did what to whom—from natural language sentences. This task can be understood as the inverse of the problem solved in different ways by diverse human languages, namely, how to indicate the relationship between different parts of a sentence. Understanding how languages solve the problem can be extremely useful in both feature design and error analysis in the application of machine learning to NLP. Likewise, understanding cross-linguistic variation can be important for the design of MT systems and other multilingual applications. The purpose of this book is to present in a succinct and accessible fashion information about the morphological and syntactic structure of human languages that can be useful in creating more linguistically sophisticated, more language-independent, and thus more successful NLP systems. Table of Contents: Acknowledgments / Introduction/motivation / Morphology: Introduction / Morphophonology / Morphosyntax / Syntax: Introduction / Parts of speech / Heads, arguments, and adjuncts / Argument types and grammatical functions / Mismatches between syntactic position and semantic roles / Resources / Bibliography / Author's Biography / General Index / Index of Languages

Linguistic Fundamentals for Natural Language Processing

Linguistic Fundamentals for Natural Language Processing PDF Author: Emily M. Bender
Publisher: Morgan & Claypool Publishers
ISBN: 1627050124
Category : Computers
Languages : en
Pages : 186

Get Book

Book Description
Many NLP tasks have at their core a subtask of extracting the dependencies—who did what to whom—from natural language sentences. This task can be understood as the inverse of the problem solved in different ways by diverse human languages, namely, how to indicate the relationship between different parts of a sentence. Understanding how languages solve the problem can be extremely useful in both feature design and error analysis in the application of machine learning to NLP. Likewise, understanding cross-linguistic variation can be important for the design of MT systems and other multilingual applications. The purpose of this book is to present in a succinct and accessible fashion information about the morphological and syntactic structure of human languages that can be useful in creating more linguistically sophisticated, more language-independent, and thus more successful NLP systems. Table of Contents: Acknowledgments / Introduction/motivation / Morphology: Introduction / Morphophonology / Morphosyntax / Syntax: Introduction / Parts of speech / Heads, arguments, and adjuncts / Argument types and grammatical functions / Mismatches between syntactic position and semantic roles / Resources / Bibliography / Author's Biography / General Index / Index of Languages

Natural Language Syntax

Natural Language Syntax PDF Author: Peter W. Culicover
Publisher: Oxford University Press
ISBN: 019923017X
Category : Computers
Languages : en
Pages : 509

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Book Description
This book introduces the analysis of natural language within the broader question of how language works - of how people use languages to configure words and morphemes in order to express meanings. Its step-by-step account covers every aspect of syntax and includes exercises and suggestions for further reading throughout.

Natural Language Processing and Computational Linguistics

Natural Language Processing and Computational Linguistics PDF Author: Mohamed Zakaria Kurdi
Publisher: John Wiley & Sons
ISBN: 1119145570
Category : Technology & Engineering
Languages : en
Pages : 296

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Book Description
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 with Python

Natural Language Processing with Python PDF Author: Steven Bird
Publisher: "O'Reilly Media, Inc."
ISBN: 0596555717
Category : Computers
Languages : en
Pages : 506

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Book Description
This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive text and email filtering to automatic summarization and translation. With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication. Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligence This book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

Introduction to Arabic Natural Language Processing

Introduction to Arabic Natural Language Processing PDF Author: Nizar Y. Habash
Publisher: Springer Nature
ISBN: 3031021398
Category : Computers
Languages : en
Pages : 170

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Book Description
This book provides system developers and researchers in natural language processing and computational linguistics with the necessary background information for working with the Arabic language. The goal is to introduce Arabic linguistic phenomena and review the state-of-the-art in Arabic processing. The book discusses Arabic script, phonology, orthography, morphology, syntax and semantics, with a final chapter on machine translation issues. The chapter sizes correspond more or less to what is linguistically distinctive about Arabic, with morphology getting the lion's share, followed by Arabic script. No previous knowledge of Arabic is needed. This book is designed for computer scientists and linguists alike. The focus of the book is on Modern Standard Arabic; however, notes on practical issues related to Arabic dialects and languages written in the Arabic script are presented in different chapters. Table of Contents: What is "Arabic"? / Arabic Script / Arabic Phonology and Orthography / Arabic Morphology / Computational Morphology Tasks / Arabic Syntax / A Note on Arabic Semantics / A Note on Arabic and Machine Translation

Syntactic Structures

Syntactic Structures PDF Author: Noam Chomsky
Publisher: Walter de Gruyter GmbH & Co KG
ISBN: 3112316002
Category : Language Arts & Disciplines
Languages : en
Pages : 120

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Book Description
No detailed description available for "Syntactic Structures".

Language, Syntax, and the Natural Sciences

Language, Syntax, and the Natural Sciences PDF Author: Ángel J. Gallego
Publisher: Cambridge University Press
ISBN: 1107152941
Category : Computers
Languages : en
Pages : 381

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Book Description
An exploration of human language from the perspective of the natural sciences, this outstanding book brings together leading specialists to discuss the scientific connection of language to disciplines such as mathematics, physics, chemistry and biology.

Natural Language Processing and Computational Linguistics

Natural Language Processing and Computational Linguistics PDF Author: Mohamed Zakaria Kurdi
Publisher: John Wiley & Sons
ISBN: 1848218486
Category : Technology & Engineering
Languages : en
Pages : 296

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Book Description
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.

Multilingual Natural Language Processing Applications

Multilingual Natural Language Processing Applications PDF Author: Daniel Bikel
Publisher: IBM Press
ISBN: 0137047819
Category : Business & Economics
Languages : en
Pages : 829

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Book Description
Multilingual Natural Language Processing Applications is the first comprehensive single-source guide to building robust and accurate multilingual NLP systems. Edited by two leading experts, it integrates cutting-edge advances with practical solutions drawn from extensive field experience. Part I introduces the core concepts and theoretical foundations of modern multilingual natural language processing, presenting today’s best practices for understanding word and document structure, analyzing syntax, modeling language, recognizing entailment, and detecting redundancy. Part II thoroughly addresses the practical considerations associated with building real-world applications, including information extraction, machine translation, information retrieval/search, summarization, question answering, distillation, processing pipelines, and more. This book contains important new contributions from leading researchers at IBM, Google, Microsoft, Thomson Reuters, BBN, CMU, University of Edinburgh, University of Washington, University of North Texas, and others. Coverage includes Core NLP problems, and today’s best algorithms for attacking them Processing the diverse morphologies present in the world’s languages Uncovering syntactical structure, parsing semantics, using semantic role labeling, and scoring grammaticality Recognizing inferences, subjectivity, and opinion polarity Managing key algorithmic and design tradeoffs in real-world applications Extracting information via mention detection, coreference resolution, and events Building large-scale systems for machine translation, information retrieval, and summarization Answering complex questions through distillation and other advanced techniques Creating dialog systems that leverage advances in speech recognition, synthesis, and dialog management Constructing common infrastructure for multiple multilingual text processing applications This book will be invaluable for all engineers, software developers, researchers, and graduate students who want to process large quantities of text in multiple languages, in any environment: government, corporate, or academic.

Natural Language Syntax

Natural Language Syntax PDF Author: Peter W. Culicover
Publisher: OUP Oxford
ISBN: 0191552100
Category : Language Arts & Disciplines
Languages : en
Pages : 508

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Book Description
In this book, Peter Culicover introduces the analysis of natural language within the broader question of how language works - of how people use languages to configure words and morphemes in order to express meanings. He focuses both on the syntactic and morphosyntactic devices that languages use, and on the conceptual structures that correspond to particular aspects of linguistic form. He seeks to explain linguistic forms and in the process to show how these correspond with meanings. The book's clear, step-by-step exposition is presented within the Simpler Syntax framework whose development has been led by the author and Ray Jackendoff over the last fifteen years. This integrates syntactic theory with the representation of conceptual structure and casts fresh light on the interface between syntax and semantics. It also enables elegant and economical analyses of natural language phenomena without recourse to such abstract devices as functional heads and uniform binary branching. Peter Culicover opens his account with an overview of the nature of language and the aims of its analysis. He then divides the book into parts devoted to syntactic categories, syntactic structure and argument structure, argument realization, unbounded dependencies, and clausal structure. He provides exercises, problems, and suggestions for further reading throughout the book.