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In this paper we describe some approaches to text mining, which are supported by an original software system developed in Java for support of information retrieval and text mining (JBowl), as well as its possible use in a distributed environment. The system JBowl1 is being developed as an open source software with the intention to provide an easily extensible, modular framework for pre-processing, indexing and further exploration of large text collections. The overall architecture of the systemdoaj:73c5fa8896a3440fb1bacb75b565bda1 fatcat:irw77enedvcrxg454hus6mklvu