Sowrav Nath, Shadman Saleh, Kawsar Ahmed, Mohammed Moshiul Hoque: CUET-NLP_Team_SS306 at AraGenEval Shared Task: A Transformer-based Framework for Detecting AI-Generated Arabic Text. ArabicNLP (Shared Tasks) 2025: 65-71