In the previously mentioned experiments we focused on more abstract features (POS tags), which we combine with punctuation marks to capture a higher-level representation of punctuation usage.
boW/word n-gram features are the ones that lead to the best results on the task, even though they have been disputed as being useful (brooke and Hirst, 2012), but potentially overfitting (brooke and Hirst, 2011).