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Predicting whether two sentences are a paraphrase of one another is an active re- search problem with many real life ap- plications. One such application is min- imizing duplicate questions and answers on question answering websites such as Quora or Yahoo! Answers. We used the Quora Question pairs dataset (Iyer et al., 2017) which consists of question pairs tagged as duplicate and not dupli- cate. Among the methods tried, the best accuracy achieved was 82%.