Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification

Huthayfa Malhis; Mohammad Tami; Huthaifa I. Ashqar

Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification

Huthayfa Malhis, Mohammad Tami, Huthaifa I. Ashqar

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Anthology ID:: 2025.arabicnlp-sharedtasks.17
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:: 99–106
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.17/
DOI:
Bibkey:
Cite (ACL):: Huthayfa Malhis, Mohammad Tami, and Huthaifa I. Ashqar. 2025. Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 99–106, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification (Malhis et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.17.pdf

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@inproceedings{malhis-etal-2025-jenin,
    title = "{J}enin at {A}ra{G}en{E}val Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of {A}rabic {LLM}s for Authorship Style Transfer and Classification",
    author = "Malhis, Huthayfa  and
      Tami, Mohammad  and
      I. Ashqar, Huthaifa",
    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.17/",
    pages = "99--106",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification
%A Malhis, Huthayfa
%A Tami, Mohammad
%A I. Ashqar, Huthaifa
%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 malhis-etal-2025-jenin
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.17/
%P 99-106

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Markdown (Informal)

[Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification](https://aclanthology.org/2025.arabicnlp-sharedtasks.17/) (Malhis et al., ArabicNLP 2025)

Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification (Malhis et al., ArabicNLP 2025)

ACL

Huthayfa Malhis, Mohammad Tami, and Huthaifa I. Ashqar. 2025. Jenin at AraGenEval Shared Task: Parameter-Efficient Fine-Tuning and Layer-Wise Analysis of Arabic LLMs for Authorship Style Transfer and Classification. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 99–106, Suzhou, China. Association for Computational Linguistics.