For ease of notation, we assume here without loss of generality that every word is modelled with a single-state Hidden Markov Model (HMM); in fact, every word is actually composed of a sequence of phonemes, and every phoneme is modelled by an HMM with 3 emitting states.
this hierarchy of models would lead to excessively long equations, and we prefer to simplify the presentation of this baseline.