In addition, we conduct detailed experiment analysis on AIDA-CoNLL development set which shows our proposed model can reduce 67.03% type errors of the state-of-the-art model <cite>(Ganea and Hofmann 2017)</cite> and more than 90% of the remaining type error cases are due to over estimation of prior and global modeling problem which we leave as the further work.