In order to allow our systems to link to Wikipedia, we create a single "document similarity" feature describing the similarity between the text around a mention and the text appearing on a Wikipedia page.
if we use µ partial for computing our models' feature functions, like the Count Att(m, s) in the domain adaptation model, counts varied widely across domains.