Making medical vision-language models think causally across modalities with retrieval-augmented cross-modal reasoning

Weiqin Yang, Haowen Xue, Qingyi Peng +3

Medical vision-language models (VLMs) achieve strong performance in diagnostic reporting and image-text alignment, yet their underlying reasoning mechanisms remain fundamentally co…