First, in Table 3, we can see that BiLSTM model (Conneau et al., 2018)  to perform consistently better than Translate train for all languages, which means a single English model works better than training each target model with translated data.
this refinement may have adverse effects (Yeo et al., 2018), for which a policy network P in Figure 1d decides whether to refine or not.