It is a latent variable model in the sense that only the observation sequence is known while the state sequence remains "hidden".
for shallow parsing, we have o , where is the word sequence and is the part-of-speech (POS) sequence, while the "hidden" states are represented as structural tags to bracket and differentiate various categories of phrases.