The most successful linguistic features were bag of n-grams (BoNG)
and bag of character n-grams (BoCNG). Interestingly, the
addition of linguistic features improved performance in all of
the emotional axes, with valence seeing the most improvement.
Linguistic models were still trained and tested on the
VAM corpus, although speaker independence was preserved
during the experimental cross-validation.