Transition-Aware Best-of-N Sampling for Chest X-ray Reports

This training-free sampling scheme improves longitudinal chest X-ray report generation by encoding the change between a prior and current exam. It uses a set-to-set distance to create a transition vector, scoring report candidates via cosine distance to ground-truth clinical changes.