SOTAVerified|Agents Browse Leaderboard About

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 11–20 of 31 papers

Title	Date	Tasks	Status	Hype
Label-enhanced Prototypical Network with Contrastive Learning for Multi-label Few-shot Aspect Category Detection	Jun 14, 2022	Aspect Category DetectionContrastive Learning	—Unverified	0
Latent Aspect Detection from Online Unsolicited Customer Reviews	Apr 14, 2022	Aspect Category DetectionHidden Aspect Detection	CodeCode Available	1
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
AWARE: Aspect-Based Sentiment Analysis Dataset of Apps Reviews for Requirements Elicitation	Nov 19, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—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
Multi-Label Few-Shot Learning for Aspect Category Detection	May 29, 2021	Aspect Category DetectionFew-Shot Learning	—Unverified	0
Investigating Monolingual and Multilingual BERTModels for Vietnamese Aspect Category Detection	Mar 17, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
Aspect-Category based Sentiment Analysis with Hierarchical Graph Convolutional Network	Dec 1, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks	Oct 4, 2020	Aspect Category DetectionAspect Category Sentiment Analysis	CodeCode Available	1
Better Queries for Aspect-Category Sentiment Classification	Oct 1, 2020	Aspect Category DetectionAspect Category Sentiment Classification	—Unverified	0

Show:10 25 50

← PrevPage 2 of 4Next →

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