U-CESE: Unified Clip-based Event Search Engine for AI Challenge HCMC 2025. - Duc-Nhuan Le; Hoang-Phuc Nguyen; Thanh-Duy Lam; Minh-Nhut Dang; Minh-Hoang Le (CoRR, 2026)