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Sentiment Analysis: Predicting Yelp Scores. (arXiv:2201.07999v1 [cs.LG])
Jan. 21, 2022, 2:10 a.m. | Bhanu Prakash Reddy Guda, Mashrin Srivastava, Deep Karkhanis
cs.LG updates on arXiv.org arxiv.org
In this work, we predict the sentiment of restaurant reviews based on a
subset of the Yelp Open Dataset. We utilize the meta features and text
available in the dataset and evaluate several machine learning and
state-of-the-art deep learning approaches for the prediction task. Through
several qualitative experiments, we show the success of the deep models with
attention mechanism in learning a balanced model for reviews across different
restaurants. Finally, we propose a novel Multi-tasked joint BERT model that
improves …
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