Given the document semantic network represented as a phrase hyper-graph, one way to make better use of the semantic information is to rank phrases with a semi-supervised learning strategy, where the title phrases are regarded as labeled samples, while the other phrases as unlabeled ones.
the information we have at the beginning about how to rank phrases is that the title phrases are the most important phrases.