We find that choosing top k = 5000 candidate ngrams based on our proposed ranking, we obtain a coverage of 87% for agreement and 89.64 for disagreement expression types which are reasonably good.
we choose top 5000 candidate n-grams for each expression type and add them to the vocabulary beyond all unigrams.