Liang Xiao

Prototype-guided Multimodal Retrieval for Knowledge-assisted Interventional Radiology.

Experimental results show that PRIMA consistently improves generation quality, question-answering accuracy and expert-rated clinical interpretability compared with existing RAG baselines, demonstrating the effectiveness of clinically grounded prototype-guided retrieval for multimodal knowledge assistance in interventio...