The ratings in WS-Sim are mapped directly from WS-353, so that all concept pairs in WS-Sim that receive a high rating are associated and all pairs that receive a low rating are unassociated.
any model that simply reflects association would score highly on WS-Sim, irrespective of how well it captures similarity.