Note in the DDN model we introduced, dropping the label layer Z does not affect either the structure nor the parameter of the other two layers, but simplify a DDN model into a HMM.
we can use DDNs as HMMs on unlabeled sentences by sharing common model parameters across labeled and unlabeled sentences.