The 15th Five-Year Plan lays out systematic strategies for the integrated development of education, science, technology and talents. As a vital measure to implement relevant strategies, industry-education integration bridges the last mile between talent training and the transformation of scientific and technological achievements. This paper adopts CiteSpace to conduct a bibliometric analysis of existing literature, clarifying its research context and frontiers, analyzing predicaments in postgraduate training, and proposing targeted practical paths.