SMR IU X-Ray

· 논문 1편

This paper introduces CPIR-MR (Chained Prompting for Improved Readability of Medical Reports), a method designed to simplify complex chest X-ray reports for better patient understanding. The authors extend the IU X-Ray dataset with Simplified Medical Reports (SMRs) generated via chained prompting and propose a multi-modal text decoder (MTD) that integrates BLIP embeddings with classification outputs to generate Simplified Medical Explanations (SMEs).<br><br> Key highlights:<br> - Uses few-shot and Chain-of-Thought (CoT) prompting for generating structured, readable outputs.<br> - Maintains medical accuracy while improving readability and sentiment consistency.<br> - Introduces CPMK-E, a chained prompting system for keyword extraction and evaluation using Gemini 1.5 Flash.<br> - Shows strong performance in text complexity reduction and semantic similarity preservation.<br><br>