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In this paper, I develop a new approach to improve the Contradiction Detection (CD) incorporating the additional information from the context, which aimed at improving the CD precision. My work focuses on using additional context from the sentences or pages to disambiguate the event/entity. I give a new method but the probability to do the ambiguity examination. Whatpsilas more, I develop a CD system which inspired by AUCONTRAIRE CD system and give the concrete steps to achieve the goal.