Similarly, we use linear SVMs to train a classification model at the sentence level without access to sentence length statistics, i.e. our best performing classifier does not compute features like the percentage of punctuation, numbers, or averaged word length as has been proposed previously<cite> (Elfardy and Diab, 2013)</cite> .