Addax at WojoodNER 2024: Attention-Based Dual-Channel Neural Network for Arabic Named Entity Recognition. - Issam Yahia; Houdaifa Atou; Ismail Berrada (ArabicNLP, 2024)

Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs. - Fakhraddin Alwajih; Abdellah El Mekki; Samar Mohamed Magdy; AbdelRahim A. Elmadany; Omer Nacar; El Moatez Billah Nagoudi; Reem Abdel-Salam; Hanin Atwany; Youssef Nafea; Abdulfattah Mohammed Yahya; Rahaf Alhamouri; Hamzah A. Alsayadi; et al. (ACL (1), 2025)

GemMaroc: Unlocking Darija Proficiency in LLMs with Minimal Data. - Abderrahman Skiredj; Ferdaous Azhari; Houdaifa Atou; Nouamane Tazi; Ismail Berrada (CoRR, 2025)

NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities. - Abdellah El Mekki; Houdaifa Atou; Omer Nacar; Shady Shehata; Muhammad Abdul-Mageed (CoRR, 2025)

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)