Thus, we naturally extend mono-lingual function to cross-lingual settings: where C ′ (e y i ) denotes cross-lingual contextsneighbor entities in different languages that linked to e y i .
by jointly learning mono-lingual representation with cross-lingual entity regularizer, words and entities share more common contexts, and will have similar embeddings.