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Papers/Aspect Level Sentiment Classification with Attention-over-...

Aspect Level Sentiment Classification with Attention-over-Attention Neural Networks

Binxuan Huang, Yanglan Ou, Kathleen M. Carley

2018-04-18Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)Sentiment ClassificationGeneral ClassificationClassification
PaperPDFCodeCode

Abstract

Aspect Based Sentiment Analysis, PyTorch Implementations. 基于方面的情感分析,使用PyTorch实现。

Results

TaskDatasetMetricValueModel
Sentiment AnalysisSemEval-2014 Task-4Laptop (Acc)74.5AOA
Sentiment AnalysisSemEval-2014 Task-4Mean Acc (Restaurant + Laptop)77.85AOA
Sentiment AnalysisSemEval-2014 Task-4Restaurant (Acc)81.2AOA
Aspect-Based Sentiment Analysis (ABSA)SemEval-2014 Task-4Laptop (Acc)74.5AOA
Aspect-Based Sentiment Analysis (ABSA)SemEval-2014 Task-4Mean Acc (Restaurant + Laptop)77.85AOA
Aspect-Based Sentiment Analysis (ABSA)SemEval-2014 Task-4Restaurant (Acc)81.2AOA

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