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Deep learning for aspect-based sentiment analysis: a review. [PDF]
PeerJ Comput Sci, 2022 User-generated content on various Internet platforms is growing explosively, and contains valuable information that helps decision-making. However, extracting this information accurately is still a challenge since there are massive amounts of data. Thereinto, sentiment analysis solves this problem by identifying people’s sentiments towards the opinion ...
Zhu L, Xu M, Bao Y, Xu Y, Kong X.
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Sentiment Difficulty in Aspect-Based Sentiment Analysis
Mathematics, 2023 Subjectivity is a key aspect of natural language understanding, especially in the context of user-generated text and conversational systems based on large language models. Natural language sentences often contain subjective elements, such as opinions and emotions, that make them more nuanced and complex.
Adrian-Gabriel Chifu +1 more
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Aspect-Based Sentiment Analysis Approach with CNN [PDF]
Proceeding of the Electrical Engineering Computer Science and Informatics, 2018 Lots of research has been done on the domain of Sentiment Analysis, for example, research that conducted by Bing Liu's (2012) [1]. Other research conducted in a SemEval competition, the domain of sentiment analysis research has been developed further up to the aspect or commonly called Aspect Based Sentiment Analysis (ABSA) [2].
Budi M Mulyo, Dwi H. Widyantoro
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Adversarial Training for Aspect-Based Sentiment Analysis with BERT [PDF]
2020 25th International Conference on Pattern Recognition (ICPR), 2021 Aspect-Based Sentiment Analysis (ABSA) deals with the extraction of sentiments and their targets. Collecting labeled data for this task in order to help neural networks generalize better can be laborious and time-consuming. As an alternative, similar data to the real-world examples can be produced artificially through an adversarial process which is ...
Akbar Karimi +2 more
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Aspect Based Sentiment Analysis with Gated Convolutional Networks [PDF]
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2018 Accepted in ACL ...
Wei Xue, Tao Li
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Enhancing Aspect-Based Sentiment Analysis With Capsule Network [PDF]
IEEE Access, 2020 Existing feature-based neural approaches for aspect-based sentiment analysis (ABSA) try to improve their performance with pre-trained word embeddings and by modeling the relations between the text sequence and the aspect (or category), thus heavily ...
Jindian Su, Shanshan Yu, Da Luo
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Aspect based sentiment analysis datasets for Bangla text. [PDF]
Data BriefSentiment analysis is becoming rapidly important for exploring social media Bangla text. The lack of sufficient resources is considered to be an important challenge for Aspect Based Sentiment Analysis (ABSA) of the Bangla language.
Hasan M, Ghani MR, Hasan KMA.
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Distilroberta2gnn: a new hybrid deep learning approach for aspect-based sentiment analysis. [PDF]
PeerJ Comput SciIn the field of natural language processing (NLP), aspect-based sentiment analysis (ABSA) is crucial for extracting insights from complex human sentiments towards specific text aspects.
Alhadlaq A, Altheneyan A.
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A Survey on Multimodal Aspect-Based Sentiment Analysis
IEEE AccessMultimodal Aspect-Based Sentiment Analysis (MABSA), as an emerging task in the field of sentiment analysis, has recently received widespread attention. Its aim is to combine relevant multimodal data to determine the sentiment polarity of a given aspect in text.
Hua Zhao +3 more
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Aspect based Sentiment Analysis of Employee’s Review Experience
Journal of Information Systems Engineering and Business Intelligence, 2020 Background: Employees of technology companies evaluate their experience through online reviews. Online reviews of companies from employees or former employees help job seeker to find out the weaknesses and strengths of the companies. The reviews can be used as an evaluation tool for each technology company to understand their employee’s perceptions ...
Nasa Zata Dina, Nyoman Juniarta
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