On the one hand, they employed lexical features, such as function words, frequently used character-based uni-, bi-, tri-grams as well as rare and most frequently used POS bi-and tri-grams.
they used three syntactic error types as features: misuse of determiners as well as subject-verb and noun-number disagreement.