We run experiments with a variety of models that have been shown that their actual quality scores have low correlation with automatic metrics.
we focus on backtranslation (Sennrich et al., 2016) and Automatic Post Editing (APE, Freitag et al. (2019)) augmented systems trained on WMT 2014 English→German.