A Comprehensive Framework and Empirical Analysis for Evaluating Large Language Models in Arabic Dialect Identification. - Sadam Al-Azani; Nora Alturayeif; Haneen Abouelresh; Alhanoof Alhunief (IJCNN, 2024)

Pearl: A Multimodal Culturally-Aware Arabic Instruction Dataset. - Fakhraddin Alwajih; Samar Mohamed Magdy; Abdellah El Mekki; Omer Nacar; Youssef Nafea; Safaa Taher Abdelfadil; Abdulfattah Mohammed Yahya; Hamzah Luqman; Nada AlMarwani; Samah Aloufi; Baraah Qawasmeh; Houdaifa Atou; et al. (CoRR, 2025)

Absher: A Benchmark for Evaluating Large Language Models Understanding of Saudi Dialects. - Renad Al-Monef; Hassan Alhuzali; Nora Alturayeif; Ashwag Alasmari (CoRR, 2025)