Ask, Relax, or Act? Evaluating Actionable Indeterminacy in LLM Preference Reasoning

Ang Li, Yue Lin, Feifei Kou +6

An LLM agent can recognize uncertainty yet still choose the wrong next step: asking when action is already justified, or seeking clarification when the constraints must change. We…