CIC-NLP at GenAI Detection Task 1: Advancing Multilingual Machine-Generated Text Detection. - Tolulope Olalekan Abiola; Tewodros Achamaleh Bizuneh; Fatima Uroosa; Nida Hafeez; Grigori Sidorov; Olga Kolesnikova; Olumide Ebenezer Ojo (COLING Workshops, 2025)