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Conference Oct 2026

SyncDoc: a synergistic evolution framework for structured document understanding

SyncDoc is developed, a synergistic evolution framework built upon LayoutLMv3, which introduces three complementary modules to enhance fine-grained visual structures, a Dynamic Masking Strategy to reduce dependence on textual semantics, and a Deep Cross-modal Orientation module to improve consistency between textual an...

Jia-Xuan Song, Gang He · 0 citations

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