Author

Wei-Yang Song

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#artificial intelligence Review Sep 2026

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

A decomposed confidence layer along three interpretable channels, including perception, layout, and validation is introduced, together with a final conformal risk control, which can be used for reliable STP of financial documents.

Yi-Chao Jin, Yu-Shuo Wang, Yuxuan Han et al. · 0 citations