@inproceedings{liang-etal-2026-harm, title = "From Harm to Help: Turning Reasoning In-Context Demos into Assets for Reasoning {LM}s", author = "Liang, Weida and Fu, Zihang and Wang, Haonan and Nie, Zheng and Zhang, Yifan and Tong, Yao and Zhu, Tongyao and Jiang, Hao and Li, Chuang and Wu, Jiaying and Kawaguchi, Kenji", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.66/", pages = "1333--1355", ISBN = "979-8-89176-462-0" }