The database used in this project can be found here.
The json file obtained from this dataset was used to fetch article text and stored in combined.csv. The code to perform this extraction can be found in Sarcasm Detection-Preprocessing.ipynb.
The combined.csv file is then used as input for the models executed in Sarcasm Detection-LSTM.ipynb and Sarcasm Detection-RoBERTa.ipynb.
The file Sarcasm Detection-LSTM.ipynb implements two approaches (model without article text and with article text) using LSTM and GLoVe Embeddings.
The file Sarcasm Detection-RoBERTa.ipynb implements two approaches (model without article text and with article text) using RoBERTa.