To facilitate better transfer, we propose to use monolingual information in the form of word co-occurrences in contrast relations, in addition to cross-lingual embeddings (see Figure 1).
we utilize the fact that discourse markers conveying contrast are more likely to be surrounded by antonyms than synonyms (e.g., hot…while…cold), as shown by Roth and Schulte im Walde (2014).