In the formulation of the maximum entropy tagging model, we assume that the probability distribution of tags takes the form of an exponential distribution, parameterized by a sequence of feature weights, λ m 1 , where there are m-many features.
we obtain a distribution for P r λ m 1 (t i t i−1 ,w) of the form: where Z t i−1 ,w is a normalizing factor.