@inproceedings{wang-etal-2026-helpfulness, title = "From Helpfulness to Toxic Proactivity: Diagnosing Behavioral Misalignment in {LLM} Agents", author = "Wang, Xinyue and Zhang, Yuanhe and Gong, Zhengshuo and Gao, Haoran and Meng, Fanyu and Zhou, Zhenhong and Sun, Li and Liu, Yang and Su, Sen", 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.1656/", pages = "35278--35312", ISBN = "979-8-89176-462-0" }