Manifold ranking has been successfully applied in query-oriented multi-document summarization. It not only makes use of the relationships among sentences, but also between given query and sentences. However, information original is often insufficient. So we present a expansion method, which combined manifold to resolve this problem. Our method utilizes term itself knowledge base WordNet expand ...