@inproceedings{ojo-etal-2026-nlplab, title = "{NLPL}ab at {A}r{G}uard Shared Tasks: Balancing Confidence Scores for Fine-Grained Classification of Unsafe {A}rabic Prompts Across Harm Domains", author = "Ojo, Olumide Ebenezer and Ogunlenu, Hamid T. and Adebanji, Olaronke Oluwayemisi and Abiola, Tolulope Olalekan and Calvo, Hiram and Gelbukh, Alexander", 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.56/", pages = "437--442", ISBN = "979-8-89176-497-2" }