Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A

Caroline Sabty; Mohamad Rasmy; Mohamed Eyad Badran; Nourhan Sakr; Alia El Bolock

Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A

Caroline Sabty, Mohamad Rasmy, Mohamed Eyad Badran, Nourhan Sakr, Alia El Bolock

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Anthology ID:: 2025.arabicnlp-sharedtasks.29
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:: 204–212
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.29/
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Bibkey:
Cite (ACL):: Caroline Sabty, Mohamad Rasmy, Mohamed Eyad Badran, Nourhan Sakr, and Alia El Bolock. 2025. Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 204–212, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A (Sabty et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.29.pdf

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@inproceedings{sabty-etal-2025-fahmni,
    title = "Fahmni at {A}ra{H}ealth{QA} Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for {A}rabic Mental Health {Q}{\&}{A}",
    author = "Sabty, Caroline  and
      Rasmy, Mohamad  and
      Eyad Badran, Mohamed  and
      Sakr, Nourhan  and
      El Bolock, Alia",
    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.29/",
    pages = "204--212",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A
%A Sabty, Caroline
%A Rasmy, Mohamad
%A Eyad Badran, Mohamed
%A Sakr, Nourhan
%A El Bolock, Alia
%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 sabty-etal-2025-fahmni
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.29/
%P 204-212

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Markdown (Informal)

[Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A](https://aclanthology.org/2025.arabicnlp-sharedtasks.29/) (Sabty et al., ArabicNLP 2025)

Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A (Sabty et al., ArabicNLP 2025)

ACL

Caroline Sabty, Mohamad Rasmy, Mohamed Eyad Badran, Nourhan Sakr, and Alia El Bolock. 2025. Fahmni at AraHealthQA Track 1: Multi-Agent Retrieval-Augmented Generation and Multi-Label Classification for Arabic Mental Health Q&A. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 204–212, Suzhou, China. Association for Computational Linguistics.