This separation "breaks" the Viterbi decision process to independent maximization of assignment over short chunks, where the greedy policy performs well.
dependencies between isolated named entity chunks have longer-range dependencies and are not captured by second-order transition features, therefore requiring separate mechanisms, which we discuss in Section 5.