We use the datasets used by <cite>Artetxe et al. (2017)</cite> , consisting of three language pairs: EnglishItalian, English-German, and English-Finnish. The English-Italian dataset was introduced in Dinu and Baroni (2014) ; the other datasets were created by <cite>Artetxe et al. (2017)</cite> .