@inproceedings{ahmed-2026-closed, title = "Closed-Book Knowledge Base Construction with Calibrated Abstention and Numeric Self-Consistency", author = "Ahmed, Tanvir", editor = "Kalo, Jan-Christoph and Nakashole, Ndapa and Razniewski, Simon and Suchanek, Fabian M. and Vlachos, Andreas and McCallum, Andrew", booktitle = "Proceedings of the 11th Workshop on Automated Knowledge Base Construction ({AKBC} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.akbc-1.29/", pages = "417--426", ISBN = "979-8-89176-464-4" }