@inproceedings{jin-etal-2026-perception, title = "Perception, Layout, and Validation: Calibrated Confidence for Reliable Straight-Through Processing of Financial Documents", author = "Jin, Yichao and Wang, Yushuo and Yuxuan, Han and Kwan, Ching Yee Sonia and Song, Weiyang and Chun, Kent Chiu Jin and Wong, Chong Hwee and Wong, Tiong Kiat and Ke, Kenneth Zhu and Zhao, Jingyuan", editor = "T.Y.S.S., Santosh and Agarwal, Amit and Gupta, Vivek and Kementchedjhieva, Yova and Garimella, Aparna and Hou, Yufang", booktitle = "The Proceedings of Workshop on Document Intelligence and Understanding", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.docinsights-1.17/", pages = "232--243", ISBN = "979-8-89176-477-4" }