In (Hassan and Radev, 2010) and (Hassan et al., 2011), a Markov random walk model is applied to a large word relatedness graph, constructed according to the synonyms and hypernyms in WordNet (Miller, 1995).
approaches based on seed words has obvious shortcomings.