Natural Language Processing Using Very Large Corpora

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Natural Language Processing Using Very Large Corpora

Author : S. Armstrong,Kenneth W. Church,Pierre Isabelle,Sandra Manzi,Evelyne Tzoukermann,David Yarowsky
Publisher : Springer Science & Business Media
Page : 314 pages
File Size : 53,7 Mb
Release : 2013-04-17
Category : Language Arts & Disciplines
ISBN : 9789401723909

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Natural Language Processing Using Very Large Corpora by S. Armstrong,Kenneth W. Church,Pierre Isabelle,Sandra Manzi,Evelyne Tzoukermann,David Yarowsky Pdf

ABOUT THIS BOOK This book is intended for researchers who want to keep abreast of cur rent developments in corpus-based natural language processing. It is not meant as an introduction to this field; for readers who need one, several entry-level texts are available, including those of (Church and Mercer, 1993; Charniak, 1993; Jelinek, 1997). This book captures the essence of a series of highly successful work shops held in the last few years. The response in 1993 to the initial Workshop on Very Large Corpora (Columbus, Ohio) was so enthusias tic that we were encouraged to make it an annual event. The following year, we staged the Second Workshop on Very Large Corpora in Ky oto. As a way of managing these annual workshops, we then decided to register a special interest group called SIGDAT with the Association for Computational Linguistics. The demand for international forums on corpus-based NLP has been expanding so rapidly that in 1995 SIGDAT was led to organize not only the Third Workshop on Very Large Corpora (Cambridge, Mass. ) but also a complementary workshop entitled From Texts to Tags (Dublin). Obviously, the success of these workshops was in some measure a re flection of the growing popularity of corpus-based methods in the NLP community. But first and foremost, it was due to the fact that the work shops attracted so many high-quality papers.

Using Large Corpora

Author : Armstrong-Warwick Armstrong
Publisher : MIT Press
Page : 364 pages
File Size : 53,8 Mb
Release : 1994
Category : Business & Economics
ISBN : 0262510820

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Using Large Corpora by Armstrong-Warwick Armstrong Pdf

Using Large Corpora identifies new data-oriented methods for organizing and analyzing large corpora and describes the potential results that the use of large corpora offers. Today, large corpora consisting of hundreds of millions or even billions of words, along with new empirical and statistical methods for organizing and analyzing these data, promise new insights into the use of language. Already, the data extracted from these large corpora reveal that language use is more flexible and complex than most rule-based systems have tried to account for, providing a basis for progress in the performance of Natural Language Processing systems. Using Large Corpora identifies these new data-oriented methods and describes the potential results that the use of large corpora offers. The research described shows that the new methods may offer solutions to key issues of acquisition (automatically identifying and coding information), coverage (accounting for all of the phenomena in a given domain), robustness (accommodating real data that may be corrupt or not accounted for in the model), and extensibility (applying the model and data to a new domain, text, or problem). There are chapters on lexical issues, issues in syntax, and translation topics, as well discussions of the statistics-based vs. rule-based debate. ACL-MIT Series in Natural Language Processing.

Natural Language Processing for Corpus Linguistics

Author : Jonathan Dunn
Publisher : Cambridge University Press
Page : 149 pages
File Size : 46,6 Mb
Release : 2022-03-31
Category : Language Arts & Disciplines
ISBN : 9781009083744

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Natural Language Processing for Corpus Linguistics by Jonathan Dunn Pdf

Corpus analysis can be expanded and scaled up by incorporating computational methods from natural language processing. This Element shows how text classification and text similarity models can extend our ability to undertake corpus linguistics across very large corpora. These computational methods are becoming increasingly important as corpora grow too large for more traditional types of linguistic analysis. We draw on five case studies to show how and why to use computational methods, ranging from usage-based grammar to authorship analysis to using social media for corpus-based sociolinguistics. Each section is accompanied by an interactive code notebook that shows how to implement the analysis in Python. A stand-alone Python package is also available to help readers use these methods with their own data. Because large-scale analysis introduces new ethical problems, this Element pairs each new methodology with a discussion of potential ethical implications.

Handbook of Natural Language Processing

Author : Robert Dale,Hermann Moisl,Harold Somers
Publisher : CRC Press
Page : 1015 pages
File Size : 49,6 Mb
Release : 2000-07-25
Category : Business & Economics
ISBN : 9780824746346

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Handbook of Natural Language Processing by Robert Dale,Hermann Moisl,Harold Somers Pdf

This study explores the design and application of natural language text-based processing systems, based on generative linguistics, empirical copus analysis, and artificial neural networks. It emphasizes the practical tools to accommodate the selected system.

Intelligent Natural Language Processing: Trends and Applications

Author : Khaled Shaalan,Aboul Ella Hassanien,Fahmy Tolba
Publisher : Springer
Page : 776 pages
File Size : 46,7 Mb
Release : 2017-11-17
Category : Technology & Engineering
ISBN : 9783319670560

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Intelligent Natural Language Processing: Trends and Applications by Khaled Shaalan,Aboul Ella Hassanien,Fahmy Tolba Pdf

This book brings together scientists, researchers, practitioners, and students from academia and industry to present recent and ongoing research activities concerning the latest advances, techniques, and applications of natural language processing systems, and to promote the exchange of new ideas and lessons learned. Taken together, the chapters of this book provide a collection of high-quality research works that address broad challenges in both theoretical and applied aspects of intelligent natural language processing. The book presents the state-of-the-art in research on natural language processing, computational linguistics, applied Arabic linguistics and related areas. New trends in natural language processing systems are rapidly emerging – and finding application in various domains including education, travel and tourism, and healthcare, among others. Many issues encountered during the development of these applications can be resolved by incorporating language technology solutions. The topics covered by the book include: Character and Speech Recognition; Morphological, Syntactic, and Semantic Processing; Information Extraction; Information Retrieval and Question Answering; Text Classification and Text Mining; Text Summarization; Sentiment Analysis; Machine Translation Building and Evaluating Linguistic Resources; and Intelligent Language Tutoring Systems.

Natural Language Processing – IJCNLP 2005

Author : Robert Dale,Kam-Fai Wong,Jian Su,Oi Yee Kwong
Publisher : Springer
Page : 1034 pages
File Size : 54,5 Mb
Release : 2005-09-27
Category : Computers
ISBN : 9783540317241

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Natural Language Processing – IJCNLP 2005 by Robert Dale,Kam-Fai Wong,Jian Su,Oi Yee Kwong Pdf

This book constitutes the thoroughly refereed proceedings of the Second International Joint Conference on Natural Language Processing, IJCNLP 2005, held in Jeju Island, Korea in October 2005. The 88 revised full papers presented in this volume were carefully reviewed and selected from 289 submissions. The papers are organized in topical sections on information retrieval, corpus-based parsing, Web mining, rule-based parsing, disambiguation, text mining, document analysis, ontology and thesaurus, relation extraction, text classification, transliteration, machine translation, question answering, morphological analysis, text summarization, named entity recognition, linguistic resources and tools, discourse analysis, semantic analysis NLP applications, tagging, language models, spoken language, and terminology mining.

Building and Using Comparable Corpora for Multilingual Natural Language Processing

Author : Serge Sharoff,Reinhard Rapp,Pierre Zweigenbaum
Publisher : Springer Nature
Page : 138 pages
File Size : 51,8 Mb
Release : 2023-08-23
Category : Computers
ISBN : 9783031313844

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Building and Using Comparable Corpora for Multilingual Natural Language Processing by Serge Sharoff,Reinhard Rapp,Pierre Zweigenbaum Pdf

This book provides a comprehensive overview of methods to build comparable corpora and of their applications, including machine translation, cross-lingual transfer, and various kinds of multilingual natural language processing. The authors begin with a brief history on the topic followed by a comparison to parallel resources and an explanation of why comparable corpora have become more widely used. In particular, they provide the basis for the multilingual capabilities of pre-trained models, such as BERT or GPT. The book then focuses on building comparable corpora, aligning their sentences to create a database of suitable translations, and using these sentence translations to produce dictionaries and term banks. Then, it is explained how comparable corpora can be used to build machine translation engines and to develop a wide variety of multilingual applications.

Advances in Natural Language Processing

Author : Aarne Ranta,Bengt Nordström
Publisher : Springer
Page : 516 pages
File Size : 40,6 Mb
Release : 2008-08-28
Category : Computers
ISBN : 9783540852872

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Advances in Natural Language Processing by Aarne Ranta,Bengt Nordström Pdf

This book constitutes the refereed proceedings of the 6th International Conference on Natural Language Processing, GoTAL 2008, Gothenburg, Sweden, August 2008. The 44 revised full papers presented together with 3 invited talks were carefully reviewed and selected from 107 submissions. The papers address all current issues in computational linguistics and monolingual and multilingual intelligent language processing - theory, methods and applications.

Handbook of Natural Language Processing

Author : Nitin Indurkhya,Fred J. Damerau
Publisher : CRC Press
Page : 704 pages
File Size : 53,9 Mb
Release : 2010-02-22
Category : Business & Economics
ISBN : 9781420085938

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Handbook of Natural Language Processing by Nitin Indurkhya,Fred J. Damerau Pdf

The Handbook of Natural Language Processing, Second Edition presents practical tools and techniques for implementing natural language processing in computer systems. Along with removing outdated material, this edition updates every chapter and expands the content to include emerging areas, such as sentiment analysis.New to the Second EditionGreater

Explanation and Interaction

Author : Alison Cawsey
Publisher : MIT Press
Page : 248 pages
File Size : 48,8 Mb
Release : 1992
Category : Computers
ISBN : 0262032023

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Explanation and Interaction by Alison Cawsey Pdf

Describes the problems and issues involved in generating interactive user-sensitive explanations.

Computational Processing of the Portuguese Language

Author : Jorge Baptista,Nuno Mamede,Sara Candeias,Ivandré Paraboni,Thiago A.S. Pardo,Maria das Gracas Volpe Nunes
Publisher : Springer
Page : 300 pages
File Size : 49,9 Mb
Release : 2014-09-26
Category : Computers
ISBN : 9783319097619

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Computational Processing of the Portuguese Language by Jorge Baptista,Nuno Mamede,Sara Candeias,Ivandré Paraboni,Thiago A.S. Pardo,Maria das Gracas Volpe Nunes Pdf

This book constitutes the refereed proceedings of the 11th International Workshop on Computational Processing of the Portuguese Language, PROPOR 2014, held in Sao Carlos, Brazil, in October 2014. The 14 full papers and 19 short papers presented in this volume were carefully reviewed and selected from 63 submissions. The papers are organized in topical sections named: speech language processing and applications; linguistic description, syntax and parsing; ontologies, semantics and lexicography; corpora and language resources and natural language processing, tools and applications.

Aspects of Natural Language Processing

Author : Malgorzata Marciniak,Agnieszka Mykowiecka
Publisher : Springer Science & Business Media
Page : 452 pages
File Size : 41,8 Mb
Release : 2009-09-29
Category : Computers
ISBN : 9783642047343

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Aspects of Natural Language Processing by Malgorzata Marciniak,Agnieszka Mykowiecka Pdf

Leonard Bolc has played an important role in the Polish computer science community. This Festschrift, published to honor Leonard Bolc on his 75th birthday, includes papers by leading researchers, former students and colleagues to celebrate his scientific career.

Natural Language Processing and Information Systems

Author : Elisabeth Métais,Farid Meziane,Sunil Vadera,Vijayan Sugumaran,Mohamad Saraee
Publisher : Springer
Page : 426 pages
File Size : 48,7 Mb
Release : 2019-06-20
Category : Computers
ISBN : 9783030232818

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Natural Language Processing and Information Systems by Elisabeth Métais,Farid Meziane,Sunil Vadera,Vijayan Sugumaran,Mohamad Saraee Pdf

This book constitutes the refereed proceedings of the 24th International Conference on Applications of Natural Language to Information Systems, NLDB 2019, held in Salford, UK, in June 2019. The 21 full papers and 16 short papers were carefully reviewed and selected from 75 submissions. The papers are organized in the following topical sections: argumentation mining and applications; deep learning, neural languages and NLP; social media and web analytics; question answering; corpus analysis; semantic web, open linked data, and ontologies; natural language in conceptual modeling; natural language and ubiquitous computing; and big data and business intelligence.

Spotting and Discovering Terms Through Natural Language Processing

Author : Christian Jacquemin
Publisher : MIT Press
Page : 406 pages
File Size : 49,6 Mb
Release : 2001
Category : Computers
ISBN : 0262100851

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Spotting and Discovering Terms Through Natural Language Processing by Christian Jacquemin Pdf

The acquired parsed terms can then be applied for precise retrieval and assembly of information."--BOOK JACKET.

Natural Language Processing – IJCNLP 2004

Author : Keh-Yih Su,Jun'ichi Tsujii,Jong-Hyeok Lee,Oi Yee Kwong
Publisher : Springer
Page : 822 pages
File Size : 54,8 Mb
Release : 2005-01-25
Category : Computers
ISBN : 9783540302117

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Natural Language Processing – IJCNLP 2004 by Keh-Yih Su,Jun'ichi Tsujii,Jong-Hyeok Lee,Oi Yee Kwong Pdf

This book constitutes the thoroughly refereed post-proceedings of the First International Joint Conference on Natural Language Processing, IJCNLP 2004, held in Hainan Island, China in March 2004. The 84 revised full papers presented in this volume were carefully selected during two rounds of reviewing and improvement from 211 papers submitted. The papers are organized in topical sections on dialogue and discourse; FSA and parsing algorithms; information extractions and question answering; information retrieval; lexical semantics, ontologies, and linguistic resources; machine translation and multilinguality; NLP software and applications, semantic disambiguities; statistical models and machine learning; taggers, chunkers, and shallow parsers; text and sentence generation; text mining; theories and formalisms for morphology, syntax, and semantics; word segmentation; NLP in mobile information retrieval and user interfaces; and text mining in bioinformatics.