IdentityRank: Named entity disambiguation in the news domain

► Supervised named entity disambiguation in the news domain. ► Continuously learns as it processes news streams. ► Domain-specific context (instance cooccurrences, categories, timestamp). ► Cooccurrences, categories and timestamp positively contribute to disambiguation. ► Overall accuracy of 96% in 20-year New York Times corpus.