Joint entity disambiguation has been shown to significantly boost performance when used in conjunction with other machine learning techniques (Ratinov et al., 2011;Hoffart et al., 2011).
how to train a global gradient tree boosting model that produces coherent entity assignments for all the mentions in a document is still an open question.