[#ACL2026 Paper Alert]
Real-world requests are often underspecified.
So when should an AI agent ask a clarification question?
Not always. Not never.
We introduce Value of Information (VoI):
a decision-theoretic framework for deciding when to ask, when to act, and when to stop.