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

arXiv:2610.03102v1 Announce Type: cross Abstract: 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 formalize actionable indetermi