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.
the average correlation coefficient between this strategy and human judgments of Rubenstein-Goodenough's is 0.8499, which does not bring a better correlation than using S 5 alone.