Abstract Graduate education is an important part of higher education, and its contradictions cannot be underestimated. This paper summarizes four types of contradictions in the process of graduate education, and reveals the reasons for the existence of contradictions. In the end, this paper puts forward approaches and suggestions for dissolving the contradictions.