HORUS: Multimodal Large Language Models Framework for Video Retrieval at VBS 2025. - Tai Nguyen 008; Vo Ngoc Minh Anh; Duc Dat Pham; Tran Quang Vinh; Nhu Duong Thi Quynh; Le Anh Tien; Tan Duy Le; Binh T. Nguyen (MMM (5), 2025)