@inproceedings{ji-etal-2025-raven-pinpointing, title = "{RAVEN}++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning", author = "Ji, Deyi and Yang, Yuekui and Liu, Liqun and Shu, Peng and Wu, Haiyang and Tang, Shaogang and Chen, Xudong and Ma, Shaoping and Chen, Tianrun and Zhu, Lanyun", 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://aclanthology.org/2025.emnlp-industry.1/", pages = "1--10", ISBN = "979-8-89176-333-3" }