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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 26–31 of 31 papers

Title	Date	Tasks	Status	Hype	Score
Aspect-Category based Sentiment Analysis with Hierarchical Graph Convolutional Network	Dec 1, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Better Queries for Aspect-Category Sentiment Classification	Oct 1, 2020	Aspect Category DetectionAspect Category Sentiment Classification	—Unverified	0	0
Representation Learning for Aspect Category Detection in Online Reviews	Feb 9, 2015	Aspect Category DetectionDecision Making	—Unverified	0	0
Few-Shot Multi-Label Aspect Category Detection Utilizing Prototypical Network with Sentence-Level Weighting and Label Augmentation	Sep 27, 2023	Aspect Category DetectionSentence	—Unverified	0	0
GERestaurant: A German Dataset of Annotated Restaurant Reviews for Aspect-Based Sentiment Analysis	Aug 15, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
INSIGHT-1 at SemEval-2016 Task 5: Deep Learning for Multilingual Aspect-based Sentiment Analysis	Sep 9, 2016	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	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