A review on the attention mechanism of deep learning

Z Niu, G Zhong, H Yu - Neurocomputing, 2021 - Elsevier
Attention has arguably become one of the most important concepts in the deep learning
field. It is inspired by the biological systems of humans that tend to focus on the distinctive …

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 …

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 …

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 …

BERT post-training for review reading comprehension and aspect-based sentiment analysis

H Xu, B Liu, L Shu, PS Yu - arXiv preprint arXiv:1904.02232, 2019 - arxiv.org
Question-answering plays an important role in e-commerce as it allows potential customers
to actively seek crucial information about products or services to help their purchase …

An attentive survey of attention models

S Chaudhari, V Mithal, G Polatkan… - ACM Transactions on …, 2021 - dl.acm.org
Attention Model has now become an important concept in neural networks that has been
researched within diverse application domains. This survey provides a structured and …

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 …

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 …

Attention, please! A survey of neural attention models in deep learning

A de Santana Correia, EL Colombini - Artificial Intelligence Review, 2022 - Springer
In humans, Attention is a core property of all perceptual and cognitive operations. Given our
limited ability to process competing sources, attention mechanisms select, modulate, and …

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 …