Using Bert transformer for sentiment analysis, using this dataset, which contains movie reviews. BERT model is used to extract adequate embeddings from sentences.
Also for better generalization, multiple text augmentation methods has been used; like textaugment(gensim, word2vec), Pegasus transformer, reverse translation and BERT itself.