However, since Bunescu and Pasca (2006) used Wikipedia hyperlinks to train the SVM kernel, Cucerzan (2007) used Wikipedia collection and news stories as the development data, and all of the three Wikification work (Mihalcea and Csomai, 2007;Milne and Witten, 2008;Ratinov et al., 2011) generalized their ranker on the data generated from Wikipedia without considering the knowledge of the queried name, they also fall into the traditional entity linking framework and suffer from the distribution problem in the previous entity linking systems.
we believe that our proposed lazy learning approach also can benefit these two tasks.