Note: I don't provide personal support for custom changes in the code. For people just starting, I recommend Treehouse for online-learning. This code allows to get state-of-the-art results and a significant improvement ( 1% in F1-score) with respect to the results presented in the paper. In order to reproduce the results, make sure Theano is installed and the repository is in your PYTHONPATH, e.g run the command export PYTHONPATH /path/where/is13/is: PYTHONPATH. Recurrent Neural Network Architectures for Spoken Language Understanding by Grégoire Mesnil is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.