Sentiment Classification of Food Reviews

September 07, 2016 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Hua Feng, Ruixi Lin arXiv ID 1609.01933 Category cs.CL: Computation & Language Citations 5 Venue arXiv.org Last Checked 5 months ago
Abstract
Sentiment analysis of reviews is a popular task in natural language processing. In this work, the goal is to predict the score of food reviews on a scale of 1 to 5 with two recurrent neural networks that are carefully tuned. As for baseline, we train a simple RNN for classification. Then we extend the baseline to GRU. In addition, we present two different methods to deal with highly skewed data, which is a common problem for reviews. Models are evaluated using accuracies.
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