This paper analyzes the shortcomings of several literature classification models,and proposes an academic literature classification model based on knowledge element,which consists of three functional modules:semantic annotation,structured operation and knowledge partition.The model can scientifically solve the shortcomings of the current classification model,and show the classification advantages of precise annotation and precise division in practical application.