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Abstract. In recent years, more and more enterprises establish the knowledge management system to share knowledge within a company, track projects and improve work efficiency. However, the increasingly complex content affects the efficiency of gain and share the knowledge. The article investigates the personalized recommendation technology and introduces the recommendation technology based on context-aware into the knowledge management system. Through the knowledge scenario such as the context of domain, goal and so on, increase the accuracy of the knowledge recommendation. Accordingly, the knowledge sharing in enterprises become more and more convenient, and the knowledge transfer become more efficient.

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