Video Evidence to Reasoning Efficient Video Understanding via Explicit Evidence Grounding

Yanxiang Huang, Guohua Gao, Zhaoyang Wei +1

Large Vision-Language Models (LVLMs) face a fundamental dilemma in video reasoning: they are caught between the prohibitive computational costs of verbose reasoning and the halluci…