@inproceedings{liu-etal-2026-spec, title = "{SPEC}-Distill: Towards Efficient Speculative Distillation for Reinforcement Learning with Verifiable Rewards", author = "Liu, Bingshuai and Min, Zijun and Wang, Ante and Cao, Jiajun and Zhang, Haibo and Yao, Liang and Liu, Shuman and Zeng, Anxiang and Su, Jinsong", 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.814/", pages = "18946--18959", ISBN = "979-8-89176-459-0" }