Our experiments used the valency patterns as a binary operator that decided whether a sentence was grammatical or not.
On the other hand, we could have used the unigram of the valency patterns. This method would have a natural affinity with the word bigram models. Also, it may improve the sentence recognition rate. Thus we will try this method in the future.