Perception, Layout, and Validation: Calibrated Confidence for Reliable Straight-Through Processing of Financial Documents.

arXiv:2609.20110v1 Announce Type: new Abstract: Straight-through processing (STP) on extracted key-value fields from financial documents without human review requires a calibrated probability together with a bounded guarantee on the residual error of the auto-