multimodal-clinical-challenge-point-34621d7d·1 events·first seen Aliases: Multimodal Clinical Challenge Point
Researchers introduce MedRealMM, a benchmark of 5,620 real-world multimodal patient-doctor interaction cases drawn from a nationwide Chinese internet hospital, spanning 64 clinical departments. The benchmark uses a Multimodal Clinical Challenge Point (MCCP) framework to identify clinically demanding moments and evaluates 19 general-purpose and medical-specialized LLMs. Key findings show that frontier models still fall below online physician performance, particularly on safety-sensitive error avoidance, and that image information is critical for reliable clinical performance. The dataset will be publicly released on Hugging Face.