Early research efforts have been devoted to design the knowledge-based measures, in which word synonym set in thesaurus plays an elementary role to word similarity calculation.
wordNet (Fellbaum, 1998) has been widely adopted in word similarity measures for English due largely to the hierarchically organized synsets for English words.