“In the field of constructing knowledge graphs for traditional Chinese medicine diagnosis and treatment, researchers have developed a joint relationship extraction framework that combines data augmentation and entity mapping, significantly improving the efficiency and accuracy of structured mining of traditional Chinese medicine medical cases, and providing technical support for clinical syndrome differentiation, prescription selection, and medication compatibility optimization.”