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

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cs.AI2026

Omni-Decision: A Progressive Evidence-State Agent System for Omni-Modal QA

Ming Ma, Yi Zhu, Yiran Zhong +6

The paper introduces Omni-Decision, a training‑free system that keeps a structured evidence state to guide agents in gathering and validating omni‑modal information (videos, audio,…