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Entity disambiguation with a knowledge base becomes increasingly popular in the NLP community. In this paper, we employ Freebase as the knowledge base, which contains significantly more entities than Wikipedia and others. While huge in size, Freebase lacks context for most entities, such as the descriptive text and hyperlinks in Wikipedia, which are useful for disambiguation. Instead, we leverage two features of Freebase, namely the naturally disambiguated mention phrases (aka aliases) and thedoi:10.1109/wi-iat.2012.26 dblp:conf/webi/ZhengSLCZ12 fatcat:qpk4a5343baj7ovkxjunn3v7oq