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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 …
Deep learning for sentiment analysis: A survey
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 …
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
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 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 …
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 …
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 …
Cross-modal multitask transformer for end-to-end multimodal aspect-based sentiment analysis
As an emerging task in opinion mining, End-to-End Multimodal Aspect-Based Sentiment
Analysis (MABSA) aims to extract all the aspect-sentiment pairs mentioned in a pair of …
Analysis (MABSA) aims to extract all the aspect-sentiment pairs mentioned in a pair of …
Position-aware tagging for aspect sentiment triplet extraction
Aspect Sentiment Triplet Extraction (ASTE) is the task of extracting the triplets of target
entities, their associated sentiment, and opinion spans explaining the reason for the …
entities, their associated sentiment, and opinion spans explaining the reason for the …
Issues and challenges of aspect-based sentiment analysis: A comprehensive survey
The domain of Aspect-based Sentiment Analysis, in which aspects are extracted, their
sentiments are analysed and sentiments are evolved over time, is getting much attention …
sentiments are analysed and sentiments are evolved over time, is getting much attention …
Double embeddings and CNN-based sequence labeling for aspect extraction
One key task of fine-grained sentiment analysis of product reviews is to extract product
aspects or features that users have expressed opinions on. This paper focuses on …
aspects or features that users have expressed opinions on. This paper focuses on …