A survey on aspect-based sentiment analysis: Tasks, methods, and challenges

W Zhang, X Li, Y Deng, L Bing… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As an important fine-grained sentiment analysis problem, aspect-based sentiment analysis
(ABSA), aiming to analyze and understand people's opinions at the aspect level, has been …

Exploring aspect-based sentiment quadruple extraction with implicit aspects, opinions, and ChatGPT: a comprehensive survey

H Zhang, YN Cheah, OM Alyasiri, J An - Artificial Intelligence Review, 2024 - Springer
In contrast to earlier ABSA studies primarily concentrating on individual sentiment
components, recent research has ventured into more complex ABSA tasks encompassing …

Survey on aspect category detection

SUS Chebolu, P Rosso, S Kar, T Solorio - ACM Computing Surveys, 2022 - dl.acm.org
In recent years, aspect category detection has become popular due to the rapid growth in
customer reviews data on e-commerce and other online platforms. Aspect Category …

Target-aspect-sentiment joint detection for aspect-based sentiment analysis

H Wan, Y Yang, J Du, Y Liu, K Qi, JZ Pan - Proceedings of the AAAI …, 2020 - aaai.org
Aspect-based sentiment analysis (ABSA) aims to detect the targets (which are composed by
continuous words), aspects and sentiment polarities in text. Published datasets from …

SentiLARE: Sentiment-aware language representation learning with linguistic knowledge

P Ke, H Ji, S Liu, X Zhu, M Huang - arxiv preprint arxiv:1911.02493, 2019 - arxiv.org
Most of the existing pre-trained language representation models neglect to consider the
linguistic knowledge of texts, which can promote language understanding in NLP tasks. To …

Aspect-category based sentiment analysis with hierarchical graph convolutional network

H Cai, Y Tu, X Zhou, J Yu, R **a - Proceedings of the 28th …, 2020 - aclanthology.org
Most of the aspect based sentiment analysis research aims at identifying the sentiment
polarities toward some explicit aspect terms while ignores implicit aspects in text. To capture …

Enhancing Arabic aspect-based sentiment analysis using deep learning models

S Al-Dabet, S Tedmori, ALS Mohammad - Computer Speech & Language, 2021 - Elsevier
Aspect-based sentiment analysis is a special type of sentiment analysis that aims to identify
the discussed aspects and their sentiment polarities in a given review. In this paper, two …

ASAP: A Chinese review dataset towards aspect category sentiment analysis and rating prediction

J Bu, L Ren, S Zheng, Y Yang, J Wang, F Zhang… - arxiv preprint arxiv …, 2021 - arxiv.org
Sentiment analysis has attracted increasing attention in e-commerce. The sentiment
polarities underlying user reviews are of great value for business intelligence. Aspect …

Multiple-element joint detection for aspect-based sentiment analysis

C Wu, Q **ong, H Yi, Y Yu, Q Zhu, M Gao… - Knowledge-Based …, 2021 - Elsevier
Abstract Aspect-Based Sentiment Analysis (ABSA) is a fine-grained sentiment analysis task,
which aims to detect target-aspect-sentiment elements in a sentence. Most of the existing …

EAFL: Equilibrium Augmentation Mechanism to Enhance Federated Learning for Aspect Category Sentiment Analysis

KM Ahmad, Q Liu, AA Khan, Y Gan, R Lin - Expert Systems with …, 2024 - Elsevier
Abstract Aspect Category Sentiment Analysis (ACSA) involves identifying sentiment
categories for specific aspects of a sentence. Despite the progress made in pre-trained …