p(s t |s t−1 , W ) is represented by an HMM state transition given W , and the conversion from W to HMM states is deterministically performed by using a pronunciation dictionary through a phoneme representation.
current systems lean heavily on the scaffolding of complicated legacy architectures that grew up around traditional techniques.