[HTML][HTML] Sentiment analysis methods, applications, and challenges: A systematic literature review

Y Mao, Q Liu, Y Zhang - Journal of King Saud University-Computer and …, 2024 - Elsevier
With the expansion of Internet-based applications, the number of comments shows
explosive growth. Analyzing the attitudes and emotions behind comments provides powerful …

Sentiment analysis: Comprehensive reviews, recent advances, and open challenges

Q Lu, X Sun, Y Long, Z Gao, J Feng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Sentiment analysis (SA) aims to understand the attitudes and views of opinion holders with
computers. Previous studies have achieved significant breakthroughs and extensive …

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 …

Aspect sentiment quad prediction as paraphrase generation

W Zhang, Y Deng, X Li, Y Yuan, L Bing… - arxiv preprint arxiv …, 2021 - arxiv.org
Aspect-based sentiment analysis (ABSA) has been extensively studied in recent years,
which typically involves four fundamental sentiment elements, including the aspect category …

Towards generative aspect-based sentiment analysis

W Zhang, X Li, Y Deng, L Bing, W Lam - 2021 - ink.library.smu.edu.sg
Aspect-based sentiment analysis (ABSA) has received increasing attention recently. Most
existing work tackles ABSA in a discriminative manner, designing various task-specific …

Aspect-category-opinion-sentiment quadruple extraction with implicit aspects and opinions

H Cai, R **a, J Yu - Proceedings of the 59th annual meeting of the …, 2021 - aclanthology.org
Product reviews contain a large number of implicit aspects and implicit opinions. However,
most of the existing studies in aspect-based sentiment analysis ignored this problem. In this …

Enhanced multi-channel graph convolutional network for aspect sentiment triplet extraction

H Chen, Z Zhai, F Feng, R Li… - Proceedings of the 60th …, 2022 - aclanthology.org
Abstract Aspect Sentiment Triplet Extraction (ASTE) is an emerging sentiment analysis task.
Most of the existing studies focus on devising a new tagging scheme that enables the model …

Bidirectional machine reading comprehension for aspect sentiment triplet extraction

S Chen, Y Wang, J Liu, Y Wang - … of the AAAI conference on artificial …, 2021 - ojs.aaai.org
Aspect sentiment triplet extraction (ASTE), which aims to identify aspects from review
sentences along with their corresponding opinion expressions and sentiments, is an …

Mvp: Multi-view prompting improves aspect sentiment tuple prediction

Z Gou, Q Guo, Y Yang - arxiv preprint arxiv:2305.12627, 2023 - arxiv.org
Generative methods greatly promote aspect-based sentiment analysis via generating a
sequence of sentiment elements in a specified format. However, existing studies usually …

Learn from syntax: Improving pair-wise aspect and opinion terms extractionwith rich syntactic knowledge

S Wu, H Fei, Y Ren, D Ji, J Li - arxiv preprint arxiv:2105.02520, 2021 - arxiv.org
In this paper, we propose to enhance the pair-wise aspect and opinion terms extraction
(PAOTE) task by incorporating rich syntactic knowledge. We first build a syntax fusion …