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Meanwhile, a semisupervised approach is explored to incorporate the query information (and the sentence information in early document sets) in theme-based summarization. Thorough experimental studies are conducted. When evaluated on the DUC2005-2007 datasets and TAC 2008-2009 datasets, the performance of the two noise-detecting co-clustering approaches is comparable with that of the top three systems. 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