@inproceedings{bie-etal-2026-osprey, title = "Osprey: Target-agnostic Pre-training Makes Stronger Drafters in Speculative Decoding", author = "Bie, Fengxiang and Jian, Yuqing and Yu, Yifan and Zhou, Zhongzhu and Shao, Zelei and Athiwaratkun, Ben and Song, Shuaiwen Leon and Xu, Chenfeng and Wu, Xiaoxia and Zhang, Tianyi", 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.1641/", pages = "37292--37312", ISBN = "979-8-89176-459-0" }