Chest X-ray reports stop being one long paragraph: align images to disease labels, then let an LLM rewrite them as Q&A
Chest X-ray report generation moves to question-answer output: predicted disease labels align image and text representations, a medical knowledge graph supplies retrieved evidence, and a fine-tuned LLM rewrites the result, outperforming prior methods on most metrics on MIMIC-CXR and IU X-Ray.