This study is based on journal articles collected by CNKI from 2010 to 2024, and uses CiteSpace (6.3R1) software to conduct a bibliometric analysis of domestic research on semantic mapping models. The study traces the development of semantic mapping models in China, and explores their theoretical frameworks and practical applications. By analyzing data such as the annual publication volume, high-yield journals, major authors, and research institutions in domestic semantic mapping research, the study reveals the current research status and main research forces in this field. In addition, through keyword clustering and historical burst analysis, the study shows the hot spots and development trends of domestic semantic mapping research. The results show that domestic scholars have made significant progress in the theoretical innovation and application of semantic mapping models, and further exploration is needed in the integration across fields and the application of multimodal data.