@inproceedings{chen-etal-2026-statefuldiscovery, title = "{S}tateful{D}iscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery", author = "Chen, Jiayao and Liu, Shi and Yang, Linyi", 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.665/", pages = "13953--13977", ISBN = "979-8-89176-462-0" }