This article analyses the critical thinking of previous studies from various perspectives on the stereotypes of Chinese students. It focuses on three aspects: What are the earlier stereotypes of Chinese students from numerous international scholars? What do they regard as the reasons for these stereotypes, and what are their respective attitudes? What are the new in-depth views of scholars on these stereotypes, and what initiatives have been proposed to improve the stereotypes of Chinese students? These questions are answered in the following main body section. Through the analysis and summary of scholars findings, it is found that stereotypes of Chinese students can be mainly related to learning styles and traditional Chinese cultural characteristics. The cause of stereotypes primarily comes from the influence of cultural differences between China and the West and the lack of understanding of Chinese education. The scholars critical views on Chinese students stereotypes are mainly about the internal and external environmental influences on Chinese students and the consequences of stereotypes. Therefore, this paper contributes to future research on improving Chinese students stereotypes in the context of international education.