The observed words of each block are generated by repeatedly sampling classes from the block's distribution π, and for each sampled class z, a single word is sampled from the class-specific distribution over words φ z .
under the block HMM, a class z is sampled once from the transition distribution, and words are repeatedly sampled from φ z .