(1999) define the similarity-weighted probability, Pr SIM , to be: where Sim(v ′ , v) returns a real-valued similarity between two verbs v ′ and v (normalized over all pair similarities in the sum).
erk (2007) generalizes by substituting similar arguments, while Wang et al.