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The original method is proposed for checking the adequacy of the text models and the map of science. The method uses the categorization of articles and their abstracts as the separate objects on the basis of computationally generated map (its topics). The results of the large-scale experiment confirmed the high efficiency of the proposed mathematical modeling of texts and text collections.