@inproceedings{zhao-etal-2025-venus, title = "{VENUS}: A {VLLM}-driven Video Content Discovery System for Real Application Scenarios", author = "Zhao, Minyi and Liu, Yi and Wen, Jianfeng and Zhang, Boshen and Chang, Hailang and Ouyang, Zhiheng and Wang, Jie and He, Wensong and Zhou, Shuigeng", editor = "Potdar, Saloni and Rojas-Barahona, Lina and Montella, Sebastien", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = nov, year = "2025", address = "Suzhou (China)", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-industry.4/", pages = "50--64", ISBN = "979-8-89176-333-3" }