Serving as a weight assigned to each synthetic sentence pair, sentence-level confidence is expected to help to minimize the negative effect of estimating parameters on sentences with lower confidence.
as the synthetic corpora generated by the NMT model are inevitably noisy, translation errors can be propagated to subsequent steps and prone to hinder the performance (Fadaee and Monz, 2018;Poncelas et al., 2018).