The basic idea is that the hidden states of FHMMs are an explicit short-term memory with an antecedent buffer containing recently described referents.
an observed pronoun can find its antecedent from the hidden buffer, or in terms of a generative model, the entries in the hidden buffer generate the corresponding pronouns.