Aspect-based sentiment analysis: A survey of deep learning methods

H Liu, I Chatterjee, MC Zhou, XS Lu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Sentiment analysis is a process of analyzing, processing, concluding, and inferencing
subjective texts with the sentiment. Companies use sentiment analysis for understanding …

Multi-task learning in natural language processing: An overview

S Chen, Y Zhang, Q Yang - ACM Computing Surveys, 2024 - dl.acm.org
Deep learning approaches have achieved great success in the field of Natural Language
Processing (NLP). However, directly training deep neural models often suffer from overfitting …

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-based sentiment analysis via affective knowledge enhanced graph convolutional networks

B Liang, H Su, L Gui, E Cambria, R Xu - Knowledge-Based Systems, 2022 - Elsevier
Aspect-based sentiment analysis is a fine-grained sentiment analysis task, which needs to
detection the sentiment polarity towards a given aspect. Recently, graph neural models over …

Towards generative aspect-based sentiment analysis

W Zhang, X Li, Y Deng, L Bing… - Proceedings of the 59th …, 2021 - aclanthology.org
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 …, 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 …

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 …

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 …

Knowing what, how and why: A near complete solution for aspect-based sentiment analysis

H Peng, L Xu, L Bing, F Huang, W Lu, L Si - Proceedings of the AAAI …, 2020 - ojs.aaai.org
Target-based sentiment analysis or aspect-based sentiment analysis (ABSA) refers to
addressing various sentiment analysis tasks at a fine-grained level, which includes but is not …