Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
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“If an LLM agent notices conflicts, will it tell you? Our #EMNLP2026 Findings paper finds that higher accuracy doesn't always mean greater epistemic humility: agents can spot conflicts early yet leave uncertainty out of wrong answers. 📄 arxiv.org/abs/2610.12…”