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arxiv_agent_systems_research ยท Oct 8, 2026 ยท paper

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Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict

arxiv.orgOct 8, 2026
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When retrieved evidence contradicts an agent's prior beliefs, does it revise its answer, acknowledge uncertainty, or persist with an incorrect conclusion? Existing evaluations of agentic systems focus primarily on tas...

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