!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning

Mohamed Younes; Seif Ahmed; Mohamed Basem

!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning

Mohamed Younes, Seif Ahmed, Mohamed Basem

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Anthology ID:: 2025.arabicnlp-sharedtasks.25
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:: 176–183
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.25/
DOI:
Bibkey:
Cite (ACL):: Mohamed Younes, Seif Ahmed, and Mohamed Basem. 2025. !MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 176–183, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: !MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning (Younes et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.25.pdf

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@inproceedings{younes-etal-2025-msa,
    title = "!{MSA} at {A}ra{H}ealth{QA} 2025 Shared Task: Enhancing {LLM} Performance for {A}rabic Clinical Question Answering through Prompt Engineering and Ensemble Learning",
    author = "Younes, Mohamed  and
      Ahmed, Seif  and
      Basem, Mohamed",
    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.25/",
    pages = "176--183",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T !MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning
%A Younes, Mohamed
%A Ahmed, Seif
%A Basem, Mohamed
%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 younes-etal-2025-msa
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.25/
%P 176-183

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Markdown (Informal)

[!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning](https://aclanthology.org/2025.arabicnlp-sharedtasks.25/) (Younes et al., ArabicNLP 2025)

!MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning (Younes et al., ArabicNLP 2025)

ACL

Mohamed Younes, Seif Ahmed, and Mohamed Basem. 2025. !MSA at AraHealthQA 2025 Shared Task: Enhancing LLM Performance for Arabic Clinical Question Answering through Prompt Engineering and Ensemble Learning. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 176–183, Suzhou, China. Association for Computational Linguistics.