Abstract: To settle the problem of Chinese text clustering algorithm based on keywords set, this paper introduced HowNet into the representation of Chinese text representation and presented a Chinese text clustering algorithm based on HowNet. This algorithm added the conceptual characteristic based on Hownet to the representation of Chinese text. Experimental results show that this algorithm can cluster the semantic relative Chinese text into the same cluster better and improve the quality of text clustering greatly.