Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking

Ryan Roth; Owen Rambow; Nizar Habash; Mona Diab; Cynthia Rudin

doi:10.3115/1557690.1557721

Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking

Ryan Roth
, Owen Rambow
, Nizar Habash
, Mona Diab
, Cynthia Rudin

Linguistics

Columbia University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

112 Scopus citations

Abstract

We investigate the tasks of general morphological tagging, diacritization, and lemmatization for Arabic. We show that for all tasks we consider, both modeling the lexeme explicitly, and retuning the weights of individual classifiers for the specific task, improve the performance.

Original language	English
Title of host publication	ACL-08
Subtitle of host publication	HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference
Publisher	Association for Computational Linguistics (ACL)
Pages	117-120
Number of pages	4
ISBN (Print)	9781932432046
DOIs	https://doi.org/10.3115/1557690.1557721
State	Published - 2008
Event	46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT - Columbus, OH, United States Duration: Jun 15 2008 → Jun 20 2008

Publication series

Name	ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference

Conference

Conference	46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT
Country/Territory	United States
City	Columbus, OH
Period	06/15/08 → 06/20/08

Access to Document

10.3115/1557690.1557721

Cite this

Roth, R., Rambow, O., Habash, N., Diab, M., & Rudin, C. (2008). Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. In ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference (pp. 117-120). (ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference). Association for Computational Linguistics (ACL). https://doi.org/10.3115/1557690.1557721

Roth, Ryan ; Rambow, Owen ; Habash, Nizar et al. / Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. Association for Computational Linguistics (ACL), 2008. pp. 117-120 (ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference).

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title = "Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking",

abstract = "We investigate the tasks of general morphological tagging, diacritization, and lemmatization for Arabic. We show that for all tasks we consider, both modeling the lexeme explicitly, and retuning the weights of individual classifiers for the specific task, improve the performance.",

author = "Ryan Roth and Owen Rambow and Nizar Habash and Mona Diab and Cynthia Rudin",

year = "2008",

doi = "10.3115/1557690.1557721",

language = "English",

isbn = "9781932432046",

series = "ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference",

publisher = "Association for Computational Linguistics (ACL)",

pages = "117--120",

booktitle = "ACL-08",

note = "46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT ; Conference date: 15-06-2008 Through 20-06-2008",

}

Roth, R, Rambow, O, Habash, N, Diab, M & Rudin, C 2008, Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. in ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, Association for Computational Linguistics (ACL), pp. 117-120, 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL-08: HLT, Columbus, OH, United States, 06/15/08. https://doi.org/10.3115/1557690.1557721

Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. / Roth, Ryan; Rambow, Owen; Habash, Nizar et al.
ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. Association for Computational Linguistics (ACL), 2008. p. 117-120 (ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking

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AU - Rambow, Owen

AU - Habash, Nizar

AU - Diab, Mona

AU - Rudin, Cynthia

PY - 2008

Y1 - 2008

N2 - We investigate the tasks of general morphological tagging, diacritization, and lemmatization for Arabic. We show that for all tasks we consider, both modeling the lexeme explicitly, and retuning the weights of individual classifiers for the specific task, improve the performance.

AB - We investigate the tasks of general morphological tagging, diacritization, and lemmatization for Arabic. We show that for all tasks we consider, both modeling the lexeme explicitly, and retuning the weights of individual classifiers for the specific task, improve the performance.

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DO - 10.3115/1557690.1557721

M3 - Conference contribution

AN - SCOPUS:84859882462

SN - 9781932432046

T3 - ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference

SP - 117

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BT - ACL-08

PB - Association for Computational Linguistics (ACL)

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ER -

Roth R, Rambow O, Habash N, Diab M, Rudin C. Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking. In ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference. Association for Computational Linguistics (ACL). 2008. p. 117-120. (ACL-08: HLT - 46th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference). doi: 10.3115/1557690.1557721

Arabic morphological tagging, diacritization, and lemmatization using lexeme models and feature ranking

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