Instead of doing a single training epoch, however, we run PA and GPA with early stopping, until five epochs of no improvement in the validation criterion as used in<cite> Conneau et al. (2018)</cite> , i.e. the average cosine similarity between the top 10,000 most frequent words in the source language and their candidate translations as induced with CSLS.