@inproceedings{wu-etal-2025-rose, title = "{ROSE}: A Reward-Oriented Data Selection Framework for {LLM} Task-Specific Instruction Tuning", author = "Wu, Yang and Zhang, Huayi and Jiao, Yizheng and Ma, Lin and Liu, Xiaozhong and Yu, Jinhong and Zhang, Dongyu and Yu, Dezhi and Xu, Wei", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.710/", pages = "13200--13219", ISBN = "979-8-89176-335-7" }