A review on the attention mechanism of deep learning
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 …
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
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 …
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
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 …
(ABSA), aiming to analyze and understand people's opinions at the aspect level, has been …
[PDF][PDF] Is information extraction solved by chatgpt? an analysis of performance, evaluation criteria, robustness and errors
ChatGPT has stimulated the research boom in the field of large language models. In this
paper, we assess the capabilities of ChatGPT from four perspectives including Performance …
paper, we assess the capabilities of ChatGPT from four perspectives including Performance …
Towards generative aspect-based sentiment analysis
Aspect-based sentiment analysis (ABSA) has received increasing attention recently. Most
existing work tackles ABSA in a discriminative manner, designing various task-specific …
existing work tackles ABSA in a discriminative manner, designing various task-specific …
BERT post-training for review reading comprehension and aspect-based sentiment analysis
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 …
to actively seek crucial information about products or services to help their purchase …
An attentive survey of attention models
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 …
researched within diverse application domains. This survey provides a structured and …
Aspect-category-opinion-sentiment quadruple extraction with implicit aspects and opinions
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 …
most of the existing studies in aspect-based sentiment analysis ignored this problem. In this …
Aspect sentiment quad prediction as paraphrase generation
Aspect-based sentiment analysis (ABSA) has been extensively studied in recent years,
which typically involves four fundamental sentiment elements, including the aspect category …
which typically involves four fundamental sentiment elements, including the aspect category …
Attention, please! A survey of neural attention models in deep learning
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 …
limited ability to process competing sources, attention mechanisms select, modulate, and …