Abstract: The core value system of socialism as a political language and scientific languages is not understood by the masses who like mass language and art language.Thus,the realization of the language transformation of the socialism core value system is required in the process of spreading and carrying forward the socialist core value system.The language art of core value system of socialism is one of the orientations because the language art is a good tradition of propagating theory for the Communist Party of China and it is in line with the public psychological acceptance and expressive ways of theory and practice,which is the result of feedback.