@inproceedings{zhang-etal-2025-reasoner, title = "A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy", author = "Zhang, Xiaoyun and Ruan, Jingqing and Ma, Xing and Zhu, Yawen and Chen, Jiansong and Zeng, Ke and Cai, Xunliang", 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.21/", pages = "310--324", ISBN = "979-8-89176-333-3" }