However, the first set of features that included complex syntactic constructs led to better performance than the second set, which included only verb tenses, part of speech labels, and sentence length.
when syntactic parsing is not feasible because of corpora size, it seems that grammatical features requiring only part-ofspeech tagging and word counts may still improve readability predictions.