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Deep learning for aspect-based sentiment analysis: a review [PDF]
PeerJ Computer Science, 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 ...
Linan Zhu +4 more
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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
Adrian-Gabriel Chifu +1 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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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 datasets for Bangla textMendeley Data [PDF]
Data in 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.
Mahmudul Hasan +2 more
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Distilroberta2gnn: a new hybrid deep learning approach for aspect-based sentiment analysis [PDF]
PeerJ Computer ScienceIn 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.
Aseel Alhadlaq, Alaa Altheneyan
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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 ...
Hua Zhao +3 more
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Semantic Parsing for Aspect-Based Sentiment Analysis
IEEE AccessAspect-Based Sentiment Analysis (ABSA) faces significant challenges in accurately identifying sentiment polarity for specific aspects within complex sentences, particularly when dealing with implicit sentiments, nested structures, and nuanced semantic ...
Muhammad Aqeel, Francesco Setti
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Aspect-Based Sentiment Analysis Using Attribute Extraction of Hospital Reviews. [PDF]
New Gener Comput, 2022 Bansal A, Kumar N.
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Aspect-Based Sentiment Analysis for Service Industry
IEEE AccessIn today’s digital age, customer feedback, particularly gathered from various sources like mobile application reviews, has emerged as a critical resource for service-providing organizations to gain valuable insights into their customers’ ...
Afsheen Maroof +3 more
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