@inproceedings{zhai-etal-2026-abstain, title = "Abstain-R1: Calibrated Abstention and Post-Refusal Clarification via Verifiable {RL}", author = "Zhai, Haotian and Liang, Jingcheng and Kang, Dongyeop", 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.985/", pages = "19674--19695", ISBN = "979-8-89176-395-1" }