Abstract: A computer implemented method and associated computer system for dialogue parsing. The method includes receiving dialogue transcript data, pre-processing dialogue transcript data to generate pre-processed dialogue transcript data, providing pre-processed dialogue transcript data as an input to a trained deep growing neural gas neural network; and receiving parsed dialogue transcript data as an output from the trained deep growing neural gas neural network.