Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Department of Statistics, University of Chicago

Before deploying outputs from foundation models in high-stakes tasks, it is imperative to ensure that they align with human values. For instance, in radiology report generation, reports generated by a vision-language model must align with human evaluations before their use in medical decision-making.