Particularly, we build a bilingual entity network from inter-language links 1 in KBs for regularizing cross-lingual entities through a variant of skipgram model (Mikolov et al., 2013c).
monolingual structured knowledge of entities are not only extended to cross-lingual settings, but also augmented from other languages.