The entire framework is trained using a unified objective function, which is efficient and applicable to arbitrary language pairs that exist in multi-lingual KBs.
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).