My research interests span the areas of machine learning, natural language understanding and graph mining. The goal of my research is to help real world applications in human daily life with better intelligence. To achieve this goal, I am now working on machine learning with indirect supervision and its applications to deep language understanding, as well as to graph construction and representation learning, enabling machine to better understand human.