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This lecture delves into the Mogao Caves in China, a significant Buddhist cultural heritage site along the ancient Silk Road. The speaker shares insights on the challenges faced in understanding Donghuang culture and the role of knowledge graphs in simplifying the complex knowledge system. The presentation focuses on the process of named entity recognition and the development of a Diplherian model to enhance entity classification, ultimately aiming to facilitate a deeper comprehension of Donghuangology.