Some approaches rely on k-order generative probabilistic models, such as HMMs (Molina and Pla, 2002).
to tackle the problems with the sequence labeling approaches to phrase chunking, we formulate it as a joint problem, which maps a Chinese sentence x with segmented words and POS tags to an output y with tagged chunk types, like the S1 in Example 1.