However, in that model, only counts from the same type of construction could be used, whereas in our model, the functor probability for a verb in a zero or reduced relative clause can be estimated from all occurrences of the head noun.
all instances of the noun and verb occurring together in the training data (with the same predicate-argument relation between them, but not necessarily with the same surface configuration) are taken into account by the new model.