CUET-NLP_Team_SS306 at AraGenEval Shared Task: A Transformer-based Framework for Detecting AI-Generated Arabic Text. - Sowrav Nath; Shadman Saleh; Kawsar Ahmed; Mohammed Moshiul Hoque (ArabicNLP (Shared Tasks), 2025)