Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification

Fatimah Mohamed Emad Elden; Mumina Ab. Abukar

Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification

Fatimah Mohamed Emad Elden, Mumina Ab. Abukar

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Anthology ID:: 2025.arabicnlp-sharedtasks.21
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:: 140–148
Language:
URL:: https://aclanthology.org/2025.arabicnlp-sharedtasks.21/
DOI:
Bibkey:
Cite (ACL):: Fatimah Mohamed Emad Elden and Mumina Ab. Abukar. 2025. Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 140–148, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification (Mohamed Emad Elden & Ab. Abukar, ArabicNLP 2025)
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PDF:: https://aclanthology.org/2025.arabicnlp-sharedtasks.21.pdf

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@inproceedings{mohamed-emad-elden-ab-abukar-2025-sakinah,
    title = "Sakinah-{AI} at {M}ental{QA}: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for {A}rabic Mental Health Question Classification",
    author = "Mohamed Emad Elden, Fatimah  and
      Ab. Abukar, Mumina",
    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.21/",
    pages = "140--148",
    ISBN = "979-8-89176-356-2",
    abstract = ""
}

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%0 Conference Proceedings
%T Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification
%A Mohamed Emad Elden, Fatimah
%A Ab. Abukar, Mumina
%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 mohamed-emad-elden-ab-abukar-2025-sakinah
%U https://aclanthology.org/2025.arabicnlp-sharedtasks.21/
%P 140-148

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Markdown (Informal)

[Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification](https://aclanthology.org/2025.arabicnlp-sharedtasks.21/) (Mohamed Emad Elden & Ab. Abukar, ArabicNLP 2025)

Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification (Mohamed Emad Elden & Ab. Abukar, ArabicNLP 2025)

ACL

Fatimah Mohamed Emad Elden and Mumina Ab. Abukar. 2025. Sakinah-AI at MentalQA: A Comparative Study of Few-Shot, Optimized, and Ensemble Methods for Arabic Mental Health Question Classification. In Proceedings of The Third Arabic Natural Language Processing Conference: Shared Tasks, pages 140–148, Suzhou, China. Association for Computational Linguistics.