The set of Rubenstein and Goodenough word pairs is much too small to safely assume that measures that work well on them do so for the entire English vocabulary.
semantic measures have traditionally been evaluated through applications that use them, such as the work by Hirst and Budanitsky (2005) on correcting real-word spelling errors (or malapropisms).