My major research interests include machine learning, knowledge graphs and data mining. Currently I am seeking for approaches to construct large-scale knowledge graphs in an unsupervised or self-supervised fashion (i.e., without human supervision). Constructing knowledge graphs have been a central challenge for decades in my field, and thanks to the boosting pre-trained models and self-supervised learning, this goal could be achieved soon.