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Ruiying Ma

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#artificial intelligence Preprint Sep 2026

Robust Hierarchical Structures for Agentic Document Analysis

Large Language Models (LLMs) enable us to better understand text documents, including PDFs and Word documents. However, LLMs, as well as more modern LLM agents, i.e., those with tool-calling abilities, typically treat such documents as plain text, ignoring the fact that they are often organized hierarchically into sect...

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

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