MLLMs Know When Before Speaking: Revealing and Recovering Temporal Grounding via Attention Cues.

arXiv:2605.21954v2 Announce Type: replace-cross Abstract: Video temporal grounding (VTG), which localizes the start and end times of a queried event in an untrimmed video, is a key test of whether multimodal large language models (MLLMs) understand not only wh