Training Data We use comparable Wikipedia data introduced in (Vulić and Moens, 2013a;<cite> Vulić and Moens, 2013b</cite> ) available in three language pairs to induce bilingual word embeddings: (i) a collection of 13, 696 Spanish-English Wikipedia article pairs (ES-EN), (ii) a collection of 18, 898 ItalianEnglish Wikipedia article pairs (IT-EN), and (iii) a collection of 7, 612 Dutch-English Wikipedia article pairs (NL-EN).