@inproceedings{wang-etal-2026-scaling, title = "Scaling Near-Optimal {SFT}-{RL} Annotation Budget Allocation from Small to Large {LLM}s", author = "Wang, Jingtan and Verma, Arun and Lin, Xiaoqiang and Liu, Zhengyuan and Chen, Nancy F. and Rus, Daniela and Low, Bryan Kian Hsiang", 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.2450/", pages = "55601--55630", ISBN = "979-8-89176-459-0" }