In many cases, the first (and often only) model is one in which counts of words are modelled as binomial-or Poissondistributed random variables.
generative probabilistic classifiers, often represented by the multinomial classifier, have in these same studies performed poorly, and this empirical evidence has been bolstered by theoretical arguments (Lasserre et al., 2006).