As a result of the probabilistic association of each semantic class c with a target lexical predicate Once the semantic predicates for the input lexical predicate π have been learned, we can classify a new filling argument a of π.
the class probabilities calculated with Formula 1 might not provide reliable scores for several classes, including unseen ones whose probability would be 0.