IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis
2018-10-01EMNLP 2018Code Available0· sign in to hype
Navonil Majumder, Soujanya Poria, Alex Gelbukh, er, Md. Shad Akhtar, Erik Cambria, Asif Ekbal
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- github.com/senticnet/IARMOfficialIn paperpytorch★ 0
Abstract
Sentiment analysis has immense implications in e-commerce through user feedback mining. Aspect-based sentiment analysis takes this one step further by enabling businesses to extract aspect specific sentimental information. In this paper, we present a novel approach of incorporating the neighboring aspects related information into the sentiment classification of the target aspect using memory networks. We show that our method outperforms the state of the art by 1.6\% on average in two distinct domains: restaurant and laptop.