For a more direct comparison, we include BILSTM-DEBIAS<cite> (Fang and Cohn, 2016)</cite> , applied using our proposed cross-lingual supervision based on dictionaries, instead of parallel corpora; accordingly the key difference is their linear transformation for the distant data, versus our non-linear transformation to the gold data.