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To construct a high efficient text clustering algorithm, the multilevel graph model and the refinement algorithm used in the uncoarsening phase is discussed.The model is applied to text clustering.The performance of clustering algorithm has to be improved with the refinement algorithm application.The experiment result demonstrated that the multilevel graph text clustering algorithm is available.