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

A technical paper on improving automated financial document processing with calibrated confidence, relevant to AI reliability in high-stakes workflows.

Auto-scored: Incremental technical improvement in document automation with minor risk and partial mitigation for financial AI reliability.