@inproceedings{han-etal-2026-distill, title = "Distill Where You Fail: Recovering Learning Signals of Negative {RL}-Groups from Adaptive Teacher Guidance", author = "Han, Zhuowen and Xiao, Jinwei and Lu, Zhengxi and Jin, Renren and Yao, Zhiyuan and Liu, Yuxin and Hao, Hongyan and Sun, Yueqing and Yang, Yu and Song, Xierui and Cai, Xunliang and Xiong, Deyi", 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.2089/", pages = "47593--47606", ISBN = "979-8-89176-459-0" }