VENUS: A VLLM-driven Video Content Discovery System for Real Application Scenarios. - Minyi Zhao; Yi Liu; Jianfeng Wen; Boshen Zhang; Hailang Chang; Zhiheng Ouyang; Jie Wang; Wensong He; Shuigeng Zhou (EMNLP (Industry Track), 2025)