tokens: ABARUAH at SemEval-2019 [ 7 ] presented the results obtained using bi - directional long short - term memory ( BiLSTM ) with and without attention and Logistic Regression ( LR ) models for multilingual detection of hate speech against immigrants and women in Twitter .