Sakib Reza, Xiyun Song, Heather Yu, Zongfang Lin, Mohsen Moghaddam, Octavia I. Camps: REEF: Relevance-Aware and Efficient LLM Adapter for Video Understanding. CVPR Workshops 2025: 2592-2603