The article classifier is a discriminative model that draws on the state-of-the-art approach described in Rozovskaya et al. ( 2012 ) .
the ui system in the hoo 2012 shared task on error correction
A Rozovskaya M Sammons D Roth
Because the Google corpus does not contain complete sentences but only n-gram counts of length up to five , training a discriminative model is not desirable , and we thus use NB ( details in Rozovskaya and Roth ( 2011 ) ) . The article classifier is a discriminative model that draws on the state-of-the-art approach described in Rozovskaya et al. ( 2012 ) . The model makes use of the Averaged Perceptron ( AP ) algorithm ( Freund and Schapire , 1996 ) and is trained on the training data of the shared task with rich features .
The article classifier is a discriminative model that draws on the state-of-the-art approach described in @@CITATION .