... of the dif-ferent disambiguation candidates for the same sur-face form s were very similar. For example, con-sider the disambiguation candidates of “China’ and their TF-IDF summaries in Figure ... and Witten, 2008b).In BOT, we compare the set of titles output for a doc-ument with the gold set of titles for that document(ignoring duplicates), and utilize standard precision,recall, and ... theWikipedia page of the candidate disambiguations and the context of the ambiguous mention, and (b)training a Naive Bayes classiffier for each ambigu-ous mention, using the hyperlink information foundin...