It has been shown that CNN based NMT and the Transformer significantly outperform the state-of-the-art RNN based NMT model of  in both the translation quality and speed perspectives.
currently, most of the domain adaptation studies for NMT are based on the RNN based model (Bahdanau et al., 2015).