Aspect-based sentiment analysis: A survey of deep learning methods
Sentiment analysis is a process of analyzing, processing, concluding, and inferencing
subjective texts with the sentiment. Companies use sentiment analysis for understanding …
subjective texts with the sentiment. Companies use sentiment analysis for understanding …
Multi-task learning in natural language processing: An overview
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 …
Processing (NLP). However, directly training deep neural models often suffer from overfitting …
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 …
Aspect-based sentiment analysis via affective knowledge enhanced graph convolutional networks
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 …
detection the sentiment polarity towards a given aspect. Recently, graph neural models over …
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 …
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 …
Learning span-level interactions for aspect sentiment triplet extraction
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 …
triplets of an aspect target, its associated sentiment, and the corresponding opinion term …
A joint training dual-mrc framework for aspect based sentiment analysis
Aspect based sentiment analysis (ABSA) involves three fundamental subtasks: aspect term
extraction, opinion term extraction, and aspect-level sentiment classification. Early works …
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
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 …
addressing various sentiment analysis tasks at a fine-grained level, which includes but is not …