A research paper introduces Rational Enquiry via Value-of-Information Reasoning (REVOIR), a method for assistive agents to decide when to ask for clarification and when to act on their interpretation. REVOIR uses inference-time reasoning to evaluate the value of information and achieves better results in two assistive tasks with fewer questions.