Uncertainty quantification

University of Miami researchers treat a chatbot’s answer probabilities like a small quantum system, nudge it, and measure how unstable it is. We explain the ICLR 2026 method, recheck its worked example (which contradicts one of its own sentences), and set out its cost, its limits and what it means for businesses using AI.