How Do Document Parsers Break? Auditing Structural Vulnerability in Document Intelligence 事件

PRODUCT_LAUNCH2026-05-27影响: MEDIUM

How Do Document Parsers Break? Auditing Structural Vulnerability in Document Intelligence arXiv:2605.19309v2 Announce Type: replace Abstract: Document Layout Analysis (DLA) pipelines provide structured page representations for retrieval-augmented generation, long-document question answering, and other document intelligence systems, yet their robustness evaluation remains largely area-centric. We identify this Footprint Bias and propose ProSA, a lightweight output-level auditing framework that d