Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation

AbdelAziz Amr; Mamdouh Koritam; Mohamed Youssef; Marwa Aldeeb; Ensaf H. Mohamed

doi:10.18653/v1/2025.arabicnlp-sharedtasks.27

Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation

AbdelAziz Amr, Mamdouh Koritam, Mohamed Youssef, Marwa Aldeeb, Ensaf H. Mohamed

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Anthology ID:: 2025.arabicnlp-sharedtasks.27
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:: SIGARAB
Publisher:: Association for Computational Linguistics
Note:
Pages:: 192–197
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.27/
DOI:: 10.18653/v1/2025.arabicnlp-sharedtasks.27
Bibkey:
Cite (ACL):: AbdelAziz Amr, Mamdouh Koritam, Mohamed Youssef, Marwa Aldeeb, and Ensaf H. Mohamed. 2025. Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 192–197, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation (Amr et al., ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.27.pdf

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@inproceedings{amr-abdelaziz-etal-2025-arabic,
    title = "{A}rabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation",
    author = "Amr, AbdelAziz  and
      Koritam, Mamdouh  and
      Youssef, Mohamed  and
      Aldeeb, Marwa  and
      Mohamed, Ensaf H.",
    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.27/",
    doi = "10.18653/v1/2025.arabicnlp-sharedtasks.27",
    pages = "192--197",
    ISBN = "979-8-89176-356-2"
}

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%0 Conference Proceedings
%T Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation
%A Amr, AbdelAziz
%A Koritam, Mamdouh
%A Youssef, Mohamed
%A Aldeeb, Marwa
%A Mohamed, Ensaf H.
%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 amr-abdelaziz-etal-2025-arabic
%R 10.18653/v1/2025.arabicnlp-sharedtasks.27
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.27/
%U https://doi.org/10.18653/v1/2025.arabicnlp-sharedtasks.27
%P 192-197

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Markdown (Informal)

[Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation](https://aclanthology.org/2025.arabicnlp-sharedtasks.27/) (Amr et al., ArabicNLP 2025)

Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation (Amr et al., ArabicNLP 2025)

ACL

AbdelAziz Amr, Mamdouh Koritam, Mohamed Youssef, Marwa Aldeeb, and Ensaf H. Mohamed. 2025. Arabic Mental Health Question Answering: A Multi-Task Approach with Advanced Retrieval-Augmented Generation. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 192–197, Suzhou, China. Association for Computational Linguistics.