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This paper introduces MMIR-TCM, a novel framework that integrates multimodal large language models with memory-augmented segmentation and retrieval-augmented generation to support Traditional Chinese Medicine clinical decision making, along with a new dataset MedTCM and evaluation metric TDEU.