A Survey on Aspect-Based Sentiment Classification [PDF]
With the constantly growing number of reviews and other sentiment-bearing texts on the Web, the demand for automatic sentiment analysis algorithms continues to expand. Aspect-based sentiment classification (ABSC) allows for the automatic extraction of highly fine-grained sentiment information from text documents or sentences.
Gianni Brauwers, Flavius Frasincar
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Explaining a neural attention model for aspect-based sentiment classification using diagnostic classification [PDF]
The 36th ACM/SIGAPP Symposium On Applied Computing, Virtual Conference, March 22-March 26 ...
Meijer, L +2 more
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Aspect-based Sentiment Classification for Word Information Enhancement Based on Sentence Information [PDF]
Aspect-based sentiment classification is a fine-grained sentiment classification task that aims to determine the sentiment polarity of specified aspect terms in a sentence.In recent years,syntactic knowledge has been widely applied in the field of aspect-
LI Yilin, SUN Chengsheng, LUO Lin, JU Shenggen
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Contextual Graph Attention Network for Aspect-Level Sentiment Classification
Aspect-level sentiment classification aims to predict the sentiment polarities towards the target aspects given in sentences. To address the issues of insufficient semantic information extraction and high computational complexity of attention mechanisms ...
Yuqing Miao +6 more
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Hybrid sentiment classification on twitter aspect-based sentiment analysis
Social media sites and applications, including Facebook, YouTube, Twitter and blogs, have become major social media attractions today. The huge amount of information from this medium has become an attractive resource for organisations to monitor the opinions of users, and therefore, it is receiving a lot of attention in the field of sentiment analysis.
Zainuddin, Nurulhuda +2 more
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Aspect-Oriented Opinion Alignment Network for Aspect-Based Sentiment Classification [PDF]
Aspect-based sentiment classification is a crucial problem in fine-grained sentiment analysis, which aims to predict the sentiment polarity of the given aspect according to its context. Previous works have made remarkable progress in leveraging attention mechanism to extract opinion words for different aspects.
Xueyi Liu +6 more
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Knowledge Injection for Aspect-Based Sentiment Classification
Since the increase of Web reviews of products and services, Aspect-Based Sentiment Classification (ABSC) has become more important to determine the sentiment of online opinions. Useful information extracted from these reviews can then be used by companies themselves, but can also be applicable by consumers.
Romany Dekker +4 more
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Triplet Contrastive Learning for Aspect Level Sentiment Classification
The domain of Aspect Level Sentiment Classification, in which the sentiment toward a given aspect is analyzed, attracts much attention in NLP. Recently, the state-of-the-art Aspect Level Sentiment Classification methods are devised by using the Graph ...
Haoliang Xiong +4 more
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XRCE: Hybrid Classification for Aspect-based Sentiment Analysis [PDF]
In this paper, we present the system we have developed for the SemEval-2014 Task 4 dedicated to Aspect-Based Sentiment Analysis. The system is based on a robust parser that provides information to feed different classifiers with linguistic features dedicated to aspect categories and aspect categories polarity classification.
Caroline Brun +2 more
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Sentiment analysis: text, pre-processing, reader views and cross domains [PDF]
This thesis was submitted for the award of Doctor of Philosophy and was awarded by Brunel University LondonSentiment analysis has emerged as a field that has attracted a significant amount of attention since it has a wide variety of applications that ...
Haddi, Emma
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