@inproceedings{albahly-etal-2026-namaa, title = "{NAMAA} Community at {H}allu{S}coring 2026: Beyond Predictive Performance: Reliability and Generalization in {A}rabic Hallucination Detection", author = "Albahly, Najd and Barmandah, Hassan and Elsayed, Karim and Ali, Hewida and Abdullah, Yousef Ammar and Nacar, Omer", editor = "Abdul-Mageed, Muhammad and Elsayed, Tamer and Bouamor, Houda and El-Beltagy, Samhaa and Al-Khalifa, Hend and Abdelali, Ahmed and Elmadany, AbdelRahim and El Mekki, Abdellah and Darwish, Kareem and Alkhereyf, Sakhar and Luqman, Hamzah and Khalifa, Salam and Magdy, Samar and Alyafeai, Zaid and Hamed, Injy and Zaghouani, Wajdi and Zitouni, Imed", booktitle = "Proceedings of The Fourth {A}rabic Natural Language Processing Conference: Shared Tasks", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.arabicnlp-sharedtasks.141/", pages = "1138--1145", ISBN = "979-8-89176-497-2" }