There is no contradiction here, state of the art systems use both DNN and HMM (Kaldi, for example). It is GMM (Gaussian mixture model) that was replaced by DNN,

There is no contradiction here, state of the art systems use both DNN and HMM (Kaldi, for example). It is GMM (Gaussian mixture model) that was replaced by DNN, HMM is still here.