Proceedings of the AAAI Conference on Artificial Intelligence · 2017 · 209 citations · 8 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingAttention NetworksDeep LearningLanguage ModelingOpinion MiningSentiment AnalysisWord EmbeddingsAttention-based ClassificationSentiment ClassificationSentiment FeaturesTarget ClassificationTargeted Sentiment Analysis
We present an attention-based bidirectional LSTM approach to improve the target-dependent sentiment classification. Our method learns the alignment between the target entities and the most distinguishing features. We conduct extensive experiments on a real-life dataset. The experimental results show that our model achieves state-of-the-art results.
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