Abstract: Semantic similarity is one of the basic relations between words; the research on the measure of semantic similarity between Chinese words takes an important role in Chinese language processing applications such as information retrieval, statistical language modeling, etc. In this paper, the semantic similarity based on knowledge graph between words is presented, therefore, knowledge graph, which belongs to the semantic network, is used in the Chinese information processing. The elementary experiment shows that this method is a theoretical approach and effective in practice.