Second, sentences consist of heavily overlapping groups, that include words reappearing in one or more sentences.
as it appears on Table 4, the number of clusters in the clustering based regularizers is significantly smaller than that of the sentences -and definitely controlled by the designer -thus resulting in much faster computation.