Attention-based LSTM for Aspect-level Sentiment Classification
Yequan Wang, Minlie Huang, Xiaoyan Zhu, Zhao Li
Aspect-level sentiment classification is a finegrained task in sentiment analysis. Since it provides more complete and in-depth results, aspect-level sentiment analysis has received much attention these years. In this paper, we reveal that the sentiment polarity of a sentence is not only determined by the content but is also highly related to the concerned aspect. For instance, "The appetizers are ok, but the service is slow.", for aspect taste, the polarity is positive while for service, the polarity is negative. Therefore, it is worthwhile to explore the connection between an aspect and the content of a sentence. To this end, we propose an Attention-based Long Short-Term Memory Network for aspect-level sentiment classification. The attention mechanism can concentrate on different parts of a sentence when different aspects are taken as input. We experiment on the SemEval 2014 dataset and results show that our model achieves state-ofthe-art performance on aspect-level sentiment classification.
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- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Attention-based LSTM for Aspect-level Sentiment ClassificationLegacy edge — source detail unavailable
- Deep Learning: A Comprehensive Overview on Techniques, Taxonomy, Applications and Researc…→Attention-based LSTM for Aspect-level Sentiment ClassificationLegacy edge — source detail unavailable
- Graph Convolutional Networks for Text Classification→Attention-based LSTM for Aspect-level Sentiment ClassificationLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Attention-based LSTM for Aspect-level Sentiment ClassificationLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Long Short-Term MemoryLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Neural Machine Translation by Jointly Learning to Align and TranslateLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Adaptive Subgradient Methods for Online Learning and Stochastic OptimizationLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Recurrent neural network based language modelLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Neural Architectures for Named Entity RecognitionLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Sentiment Analysis and Opinion MiningLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Teaching Machines to Read and ComprehendLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→SemEval-2014 Task 4: Aspect Based Sentiment AnalysisLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
- Attention-based LSTM for Aspect-level Sentiment Classification→Teaching Machines to Read and ComprehendLegacy edge — source detail unavailable
- Teaching Machines to Read and Comprehend→Long Short-Term MemoryLegacy edge — source detail unavailable
- Sentiment Analysis and Opinion Mining→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Glove: Global Vectors for Word Representation→Adaptive Subgradient Methods for Online Learning and Stochastic OptimizationLegacy edge — source detail unavailable
- Glove: Global Vectors for Word Representation→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Long Short-Term MemoryLegacy edge — source detail unavailable
- Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Sentiment Analysis and Opinion MiningLegacy edge — source detail unavailable
- Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Document Modeling with Gated Recurrent Neural Network for Sentiment Classification→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- SemEval-2014 Task 4: Aspect Based Sentiment Analysis→Sentiment Analysis and Opinion MiningLegacy edge — source detail unavailable
- Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank→Adaptive Subgradient Methods for Online Learning and Stochastic OptimizationLegacy edge — source detail unavailable
- Neural Architectures for Named Entity Recognition→Long Short-Term MemoryLegacy edge — source detail unavailable
- Neural Architectures for Named Entity Recognition→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Recurrent neural network based language modelLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Long Short-Term MemoryLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Neural Machine Translation by Jointly Learning to Align and TranslateLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Recent Trends in Deep Learning Based Natural Language Processing [Review Article]→Neural Architectures for Named Entity RecognitionLegacy edge — source detail unavailable
- Teaching Machines to Read and Comprehend→Long Short-Term MemoryLegacy edge — source detail unavailable
- Graph Convolutional Networks for Text Classification→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Graph Convolutional Networks for Text Classification→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Long Short-Term MemoryLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Distributed Representations of Words and Phrases and their CompositionalityLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Glove: Global Vectors for Word RepresentationLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Document Modeling with Gated Recurrent Neural Network for Sentiment ClassificationLegacy edge — source detail unavailable
- Deep learning for sentiment analysis: A survey→Recursive Deep Models for Semantic Compositionality Over a Sentiment TreebankLegacy edge — source detail unavailable
- Deep Learning: A Comprehensive Overview on Techniques, Taxonomy, Applications and Researc…→Long Short-Term MemoryLegacy edge — source detail unavailable
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| Sentiment Analysis and Opinion Mining | Computer Science |
| Topic Modeling | Computer Science |
| Text and Document Classification Technologies | Computer Science |
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