@inproceedings{guan-etal-2026-knowing, title = "Knowing When to Quit: Diagnosing and Training {LLM}s to Abort Futile Reasoning", author = "Guan, Xinyan and Zeng, Jiali and Xin, Chunlei and Lu, Yaojie and Lin, Hongyu and Han, Xianpei and Sun, Le and Meng, Fandong", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.830/", pages = "16823--16835", ISBN = "979-8-89176-395-1" }