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The paper describes an automatic document classification system called NeuroClass, developed for the Air Transportation Field of Transport Canada. NeuroClass is a working classification tool for natural language text, based on recurrent neural network technology. In laboratory tests, it outperformed prototypes developed with other neural network paradigms.