I am using the following dataset and trying to do binary text classification on a Recurrent Neural Network. The current issue is that even after about 15 epochs the model does not seem to be learning and the accuracy remains at around 50%, which is no better than guessing. I have included the code for preprocessing, the RNN, and the running of epochs below: