It has been more recently that graph-based methods for knowledge-based WSD have gained much attention in the NLP community ( (Sinha and Mihalcea, 2007) , (Navigli and Lapata, 2007) , (Agirre and Soroa, 2008) ,<cite> (Agirre and Soroa, 2009)</cite> ).