LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models

Kaoutar Zita; Attia Nehar; Abdelkader Khelil; Slimane Bellaouar; Hadda Cherroun

LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models

Kaoutar Zita, Attia Nehar, Abdelkader Khelil, Slimane Bellaouar, Hadda Cherroun

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Anthology ID:: 2025.arabicnlp-sharedtasks.4
Volume:: Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
Month:: November
Year:: 2025
Address:: Suzhou, China
Editors:: Kareem Darwish, Ahmed Ali, Ibrahim Abu Farha, Samia Touileb, Imed Zitouni, Ahmed Abdelali, Sharefah Al-Ghamdi, Sakhar Alkhereyf, Wajdi Zaghouani, Salam Khalifa, Badr AlKhamissi, Rawan Almatham, Injy Hamed, Zaid Alyafeai, Areeb Alowisheq, Go Inoue, Khalil Mrini, Waad Alshammari
Venue:: ArabicNLP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 26–31
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.4/
DOI:
Bibkey:
Cite (ACL):: Kaoutar Zita, Attia Nehar, Abdelkader Khelil, Slimane Bellaouar, and Hadda Cherroun. 2025. LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 26–31, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models (Zita et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.4.pdf

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@inproceedings{zita-etal-2025-lmsa,
    title = "{LMSA} at {A}ra{G}en{E}val Shared Task: Ensemble-Based Detection of {AI}-Generated {A}rabic Text Using Multilingual and {A}rabic-Specific Models",
    author = "Zita, Kaoutar  and
      Nehar, Attia  and
      Khelil, Abdelkader  and
      Bellaouar, Slimane  and
      Cherroun, Hadda",
    editor = "Darwish, Kareem  and
      Ali, Ahmed  and
      Abu Farha, Ibrahim  and
      Touileb, Samia  and
      Zitouni, Imed  and
      Abdelali, Ahmed  and
      Al-Ghamdi, Sharefah  and
      Alkhereyf, Sakhar  and
      Zaghouani, Wajdi  and
      Khalifa, Salam  and
      AlKhamissi, Badr  and
      Almatham, Rawan  and
      Hamed, Injy  and
      Alyafeai, Zaid  and
      Alowisheq, Areeb  and
      Inoue, Go  and
      Mrini, Khalil  and
      Alshammari, Waad",
    booktitle = "Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.arabicnlp-sharedtasks.4/",
    pages = "26--31",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models
%A Zita, Kaoutar
%A Nehar, Attia
%A Khelil, Abdelkader
%A Bellaouar, Slimane
%A Cherroun, Hadda
%Y Darwish, Kareem
%Y Ali, Ahmed
%Y Abu Farha, Ibrahim
%Y Touileb, Samia
%Y Zitouni, Imed
%Y Abdelali, Ahmed
%Y Al-Ghamdi, Sharefah
%Y Alkhereyf, Sakhar
%Y Zaghouani, Wajdi
%Y Khalifa, Salam
%Y AlKhamissi, Badr
%Y Almatham, Rawan
%Y Hamed, Injy
%Y Alyafeai, Zaid
%Y Alowisheq, Areeb
%Y Inoue, Go
%Y Mrini, Khalil
%Y Alshammari, Waad
%S Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks
%D 2025
%8 November
%I Association for Computational Linguistics
%C Suzhou, China
%@ 979-8-89176-356-2
%F zita-etal-2025-lmsa
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.4/
%P 26-31

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Markdown (Informal)

[LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models](https://aclanthology.org/2025.arabicnlp-sharedtasks.4/) (Zita et al., ArabicNLP 2025)

LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models (Zita et al., ArabicNLP 2025)

ACL

Kaoutar Zita, Attia Nehar, Abdelkader Khelil, Slimane Bellaouar, and Hadda Cherroun. 2025. LMSA at AraGenEval Shared Task: Ensemble-Based Detection of AI-Generated Arabic Text Using Multilingual and Arabic-Specific Models. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 26–31, Suzhou, China. Association for Computational Linguistics.