Seeing the Scene Matters: Revealing Forgetting in Video Understanding Models with a Scene-Aware Long-Video Benchmark. - Seng Nam Chen; Hao Chen; Chenglam Ho; Xinyu Mao; Jinping Wang; Yu Zhang; Chao Li (CoRR, 2026)