The invention relates to the technical field of natural language processing, the artificial intelligence field and the human-computer interaction field, and discloses an intention identification method and a device capable of on-line error correction updating, which solve the problem that the existing intention identification model cannot be on-line error correction updating and can ot meet the requirement of user differentiated intention identification. In this invention, At first, that input text is preliminarily identify, if the intent identification result does not meet the user 's requirements, the preset intention category tag feedback is presented to the user, combining user selection of intention category labels and corresponding input data into an on-line error correction update training sample, A user online error correction update training data set is generated according to the online error correction update training sample and the training data set, A user online error correction update intention recognition model is obtained by training a user online error correction update training data set with an intention recognition basic model, Thus, the online error correction updating of the intention recognition model according to the user can be realized, the accuracy of the online error correction updating of the intention recognition model identification of the user ishigher, the error correction updating requirement of the user can be responded more quickly, and the satisfaction degree of the user can be improved.