For testing, given a new test sequence x, we want to estimate the most probable label sequence (Best Label Path), y * , that maximizes our conditional model: In the CRF model, y * can be simply searched by using the Viterbi algorithm.
for latent conditional models like LDCRF, the Best Label Path y * cannot directly be produced by the Viterbi algorithm because of the incorporation of hidden states.