Abstract: To establish the quality evaluation system of graduate students is an important way to improve the quality of graduate education and promote the healthy development of graduate education. Based on the recent-years literature on the graduate matriculate quality, evaluation target system and system construction, this article summarizes the problems from three aspects: the concept and significance of students evaluation, the research development of the quality of students evaluation, and the existing problems in the quality of students evaluation. The article also conducts a future analys on the problems.