Therefore, we just implement a simple one-layer RNN with LSTM cell to classify pre-processed sentences into ironic sentences and non-ironic sentences because LSTM networks are widely used in irony detection. 
 Question: How did the authors find ironic data on twitter?
They developed a classifier to find ironic sentences in twitter data