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Natural Language Toolkit

From Wikipedia, the free encyclopedia
Software suite for natural language processing

Natural Language Toolkit
Original authorsSteven Bird, Edward Loper, Ewan Klein
DeveloperTeam NLTK
Initial release2001; 25 years ago (2001)[1]
Stable release
3.9.1[2] Edit this on Wikidata / 19 August 2024; 17 months ago (19 August 2024)
Written inPython
TypeNatural language processing
LicenseApache 2.0[3]
Websitewww.nltk.org
Repository
Parse tree generated with NLTK

TheNatural Language Toolkit, or more commonlyNLTK, is a suite oflibraries and programs for symbolic and statisticalnatural language processing (NLP) for English written in thePython programming language. It supports classification, tokenization, stemming, tagging, parsing, and semantic reasoning functionalities.[4] It was developed by Steven Bird and Edward Loper in the Department of Computer and Information Science at theUniversity of Pennsylvania.[5] NLTK includes graphical demonstrations and sample data. It is accompanied by a book that explains the underlying concepts behind the language processing tasks supported by the toolkit,[6] plus a cookbook.[7]

NLTK is intended to support research and teaching in NLP or closely related areas, including empiricallinguistics,cognitive science,artificial intelligence,information retrieval, andmachine learning.[8]NLTK has been used successfully as a teaching tool, as an individual study tool, and as a platform for prototyping and building research systems.

Library highlights

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See also

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References

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  1. ^"Project site on SourceForge". 9 July 2001.
  2. ^"Release 3.9.1". 19 August 2024. Retrieved23 August 2024.
  3. ^"NLTK License". NLTK Project. Retrieved14 February 2015.
  4. ^"NLTK Courses".Google Docs. Retrieved15 June 2016.
  5. ^"Preface".www.nltk.org. Retrieved15 June 2016.
  6. ^Bird, Steven; Klein, Ewan; Loper, Edward (2009).Natural Language Processing with Python. O'Reilly Media Inc.ISBN 978-0-596-51649-9.
  7. ^Perkins, Jacob (2010).Python Text Processing with NLTK 2.0 Cookbook. Packt Publishing.ISBN 978-1849513609.
  8. ^Bird, Steven; Klein, Ewan; Loper, Edward; Baldridge, Jason (2008)."Multidisciplinary instruction with the Natural Language Toolkit"(PDF). Proceedings of the Third Workshop on Issues in Teaching Computational Linguistics, ACL. Archived fromthe original(PDF) on 2 September 2011.{{cite journal}}:Cite journal requires|journal= (help)
  9. ^"NLTK :: Sample usage for drt".www.nltk.org. Retrieved14 July 2022.

External links

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General terms
Text analysis
Text segmentation
Automatic summarization
Machine translation
Distributional semantics models
Language resources,
datasets and corpora
Types and
standards
Data
Automatic identification
and data capture
Topic model
Computer-assisted
reviewing
Natural language
user interface
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