We use a Binomial variable π to control the proportion be-tween content and functional topics in each sentence.
there are k+1 topic transitions, one for T-START and others for k content topics; and k emission probabilities for the content topics, with an additional one for the functional topic z B (in total k+1 emission probability distributions).