Deep learning for aspect-based sentiment analysis: a comparative review

HH Do, PWC Prasad, A Maag, A Alsadoon - Expert systems with …, 2019 - Elsevier
The increasing volume of user-generated content on the web has made sentiment analysis
an important tool for the extraction of information about the human emotional state. A current …

Deep learning for sentiment analysis: A survey

L Zhang, S Wang, B Liu - Wiley Interdisciplinary Reviews: Data …, 2018 - Wiley Online Library
Deep learning has emerged as a powerful machine learning technique that learns multiple
layers of representations or features of the data and produces state‐of‐the‐art prediction …

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 …

Convolution over hierarchical syntactic and lexical graphs for aspect level sentiment analysis

M Zhang, T Qian - Proceedings of the 2020 conference on …, 2020 - aclanthology.org
The state-of-the-art methods in aspect-level sentiment classification have leveraged the
graph based models to incorporate the syntactic structure of a sentence. While being …

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

H Cai, R Xia, J Yu - Proceedings of the 59th Annual Meeting of …, 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 …

Target-dependent sentiment classification with BERT

Z Gao, A Feng, X Song, X Wu - Ieee Access, 2019 - ieeexplore.ieee.org
Research on machine assisted text analysis follows the rapid development of digital media,
and sentiment analysis is among the prevalent applications. Traditional sentiment analysis …

Learning span-level interactions for aspect sentiment triplet extraction

L Xu, YK Chia, L Bing - arXiv preprint arXiv:2107.12214, 2021 - arxiv.org
Aspect Sentiment Triplet Extraction (ASTE) is the most recent subtask of ABSA which outputs
triplets of an aspect target, its associated sentiment, and the corresponding opinion term …

A joint training dual-mrc framework for aspect based sentiment analysis

Y Mao, Y Shen, C Yu, L Cai - Proceedings of the AAAI conference on …, 2021 - ojs.aaai.org
Aspect based sentiment analysis (ABSA) involves three fundamental subtasks: aspect term
extraction, opinion term extraction, and aspect-level sentiment classification. Early works …

Aspect based sentiment analysis with gated convolutional networks

W Xue, T Li - arXiv preprint arXiv:1805.07043, 2018 - arxiv.org
Aspect based sentiment analysis (ABSA) can provide more detailed information than
general sentiment analysis, because it aims to predict the sentiment polarities of the given …

Transformation networks for target-oriented sentiment classification

X Li, L Bing, W Lam, B Shi - arXiv preprint arXiv:1805.01086, 2018 - arxiv.org
Target-oriented sentiment classification aims at classifying sentiment polarities over
individual opinion targets in a sentence. RNN with attention seems a good fit for the …