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Aspect Category Detection

Aspect category detection (ACD) in sentiment analysis aims to identify the aspect categories mentioned in a sentence.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 31 papers

Title	Date	Tasks	Status	Hype
SentiTel: TABSA for Twitter reviews on Uganda Telecoms	Jul 1, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection	Nov 16, 2023	Aspect Category DetectionRepresentation Learning	—Unverified	0
Supervised Gradual Machine Learning for Aspect Category Detection	Apr 8, 2024	Aspect Category DetectionMulti-Label Classification	—Unverified	0
Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian Reviews	Sep 16, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation Learning	Aug 30, 2019	Aspect Category DetectionGraph Representation Learning	CodeCode Available	0
FABSA: An aspect-based sentiment analysis dataset of user reviews	Dec 28, 2023	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian Reviews	Jan 17, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
An Unsupervised Approach for Aspect Category Detection Using Soft Cosine Similarity Measure	Dec 8, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
KPC-cF: Aspect-Based Sentiment Analysis via Implicit-Feature Alignment with Corpus Filtering	Jun 29, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training	Sep 1, 2019	Aspect Category DetectionOpinion Mining	CodeCode Available	0

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All datasets AWARE Citysearch SemEval-2014 Task-4 SemEval 2014 Task 4 Subtask 3

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Baseline	F1-score	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAt	F-measure (%)	86.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pxp	Average Recall	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT-pair-NLI-B	F1 score	92.18	—	Unverified