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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

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Showing 1–10 of 31 papers

Title	Date	Tasks	Status	Hype	Score
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction	May 22, 2023	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1	5
Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection	Oct 9, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1	5
Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks	Oct 4, 2020	Aspect Category DetectionAspect Category Sentiment Analysis	CodeCode Available	1	5
Embarrassingly Simple Unsupervised Aspect Extraction	Apr 28, 2020	Aspect Category DetectionPOS	CodeCode Available	1	5
Latent Aspect Detection from Online Unsolicited Customer Reviews	Apr 14, 2022	Aspect Category DetectionHidden Aspect Detection	CodeCode Available	1	5
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	5
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	5
Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation Learning	Aug 30, 2019	Aspect Category DetectionGraph Representation Learning	CodeCode Available	0	5
FABSA: An aspect-based sentiment analysis dataset of user reviews	Dec 28, 2023	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0	5
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	5

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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