In fact, we can make a stronger claim: we can reuse the Viterbi inference algorithm for linear chain graphical models that applies to the embedded directional HMM models.
we can cast the optimization of Equation 5 as In the original HMM-based aligner, the vertex potentials correspond to bilexical probabilities.