These variables are assumed to be independent given a hidden variable c, the sense of the target verb.
the joint probability of the observed variables (features) for each verb instance, i.e., each parsed sentence containing the target verb, is defined in equation 1, The i f 's are discrete-valued features that can take multiple values.