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

arXiv:2610.12360v1 Announce Type: new Abstract: 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 o