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agentic systems 1evidence state management 1multimodal reasoning 1omni-modal question answering 1training-free planning 1

From the 1 of 6 linked papers with an AI index.

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20242026
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cs.IR2026

A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research

Zhuofan Shi, Ming Ma, Zekun Yao +8

Open-Ended Deep Research (OEDR) pushes LLM agents beyond short-form QA toward long-horizon workflows that iteratively search, connect, and synthesize evidence into structured repor…