For example, since we generalize all the predicates to a compact form <pred-xx>, for irregular verbs like "became" ⇒ become-01, simply stemming the inflected verb form will not give us the correct concept even if the sense is predicted correctly.
it is non-trivial to formalize concept identification as a sequence labeling problem because of the large concept label set.