@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://preview.aclanthology.org/ingest-emnlp/2025.arabicnlp-sharedtasks.21/", pages = "140--148", ISBN = "979-8-89176-356-2" }