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Ruiying Ma

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#artificial intelligence Preprint Sep 2026

Robust Hierarchical Structures for Agentic Document Analysis

This work proposes SHED, a two-stage workflow for inferring a robust and compact structure that improves F-1 scores by 13%--68% over non-LLM baselines and 9%--15% over expensive LLM-based approaches.

Ruiying Ma, Yi-Ming Lin, Aditya G. Parameswaran · 0 citations

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