A method for natural language processing. Invalid data comprised of one of training data and query data is detected by a computer system. An invalidity level of the invalid data is determined by the computer system. In response to determining that the invalidity level meets predefined criteria, the computer system generates a revision recommendation based on the predefined criteria that are met. The revision recommendation is displayed for implementation and confirmation of the implementation.