Identifying Code-switching in Arabizi

Safaa Shehadi, Shuly Wintner

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We describe a corpus of social media posts that include utterances in Arabizi, a Roman-script rendering of Arabic, mixed with other languages, notably English, French, and Arabic written in the Arabic script. We manually annotated a subset of the texts with word-level language IDs; this is a non-trivial task due to the nature of mixed-language writing, especially on social media. We developed classifiers that can accurately predict the language ID tags. Then, we extended the word-level predictions to identify sentences that include Arabizi (and code-switching), and applied the classifiers to the raw corpus, thereby harvesting a large number of additional instances. The result is a large-scale dataset of Arabizi, with precise indications of code-switching between Arabizi and English, French, and Arabic.

Original languageEnglish
Title of host publicationWANLP 2022 - 7th Arabic Natural Language Processing - Proceedings of the Workshop
PublisherAssociation for Computational Linguistics (ACL)
Pages194-204
Number of pages11
ISBN (Electronic)9781959429272
StatePublished - 2022
Event7th Arabic Natural Language Processing Workshop, WANLP 2022 held with EMNLP 2022 - Abu Dhabi, United Arab Emirates
Duration: 8 Dec 2022 → …

Publication series

NameWANLP 2022 - 7th Arabic Natural Language Processing - Proceedings of the Workshop

Conference

Conference7th Arabic Natural Language Processing Workshop, WANLP 2022 held with EMNLP 2022
Country/TerritoryUnited Arab Emirates
CityAbu Dhabi
Period8/12/22 → …

Bibliographical note

Publisher Copyright:
© 2022 Association for Computational Linguistics.

ASJC Scopus subject areas

  • Language and Linguistics
  • Computational Theory and Mathematics
  • Software
  • Linguistics and Language

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