@inproceedings{zhou-etal-2026-offseeker, title = "{O}ff{S}eeker: Online Reinforcement Learning Is Not All You Need for Deep Research Agents", author = "Zhou, Yuhang and Zheng, Kai and Chen, Qiguang and Hu, Mengkang and Sun, Qingfeng and Xu, Can and Chen, Jingjing", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.173/", pages = "3966--3986", ISBN = "979-8-89176-459-0" }