• HMM: z −s includes all but the transitions into and out of the state at s plus the emission at s. • USM:  A token-based sampler considers one site s at a time.
we evaluate the likelihoods of z s:0 and z s:1 according to (3) and sample b s with probability proportional to the likelihoods.