Gang He

SyncDoc: a synergistic evolution framework for structured document understanding

Structured document understanding requires models to jointly exploit textual, layout, and visual information, but existing discriminative models such as LayoutLMv3 often over-rely on complete OCR text during fine-tuning, limiting their robustness when processing low-quality scans, irregular layouts, or incomplete text....