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Aspect Extraction

Aspect extraction is the task of identifying and extracting terms relevant for opinion mining and sentiment analysis, for example terms for product attributes or features.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–92 of 92 papers

Title	Date	Tasks	Status	Hype	Score
Coupling Global and Local Context for Unsupervised Aspect Extraction	Nov 1, 2019	Aspect ExtractionSentence	—Unverified	0	0
Cross-domain aspect extraction for sentiment analysis: a transductive learning approach	Oct 21, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Dataset and Baseline for Automatic Student Feedback Analysis	Jun 1, 2022	Aspect ExtractionSentence	—Unverified	0	0
Distantly Supervised Aspect Clustering And Naming For E-Commerce Reviews	Jul 1, 2022	Aspect ExtractionClustering	—Unverified	0	0
Don't Eclipse Your Arts Due to Small Discrepancies: Boundary Repositioning with a Pointer Network for Aspect Extraction	Jul 1, 2020	Aspect Extraction	—Unverified	0	0
E-BERT: A Phrase and Product Knowledge Enhanced Language Model for E-commerce	Sep 7, 2020	Aspect ExtractionDenoising	—Unverified	0	0
ECNU: A Combination Method and Multiple Features for Aspect Extraction and Sentiment Polarity Classification	Aug 1, 2014	Aspect-Based Sentiment Analysis (ABSA)Aspect Extraction	—Unverified	0	0
Enhancing Aspect Extraction for Hindi	Aug 1, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Enhancing Review Comprehension with Domain-Specific Commonsense	Apr 6, 2020	Aspect ExtractionKnowledge Distillation	—Unverified	0	0
Ensemble Creation via Anchored Regularization for Unsupervised Aspect Extraction	Oct 13, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Exploiting Domain Knowledge in Aspect Extraction	Oct 1, 2013	Aspect ExtractionOpinion Mining	—Unverified	0	0
From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models	Mar 26, 2025	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Implicit and Explicit Aspect Extraction in Financial Microblogs	Jul 1, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Improving Aspect-Level Sentiment Analysis with Aspect Extraction	May 3, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0
Improving unsupervised neural aspect extraction for online discussions using out-of-domain classification	Jun 17, 2020	ArticlesAspect Extraction	—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
Instruct-DeBERTa: A Hybrid Approach for Aspect-based Sentiment Analysis on Textual Reviews	Aug 23, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0	0

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All datasets SemEval-2014 Task-4 SemEval 2015 Task 12 SemEval 2014 Task 4 Sub Task 1 SemEval 2016 Task 5 Sub Task 1 Slot 2 YASO - YELP

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InstructABSA	Laptop (F1)	92.3	—	Unverified
2	ACE	Laptop (F1)	87.4	—	Unverified
3	PH-SUM	Laptop (F1)	86.09	—	Unverified
4	BAT	Laptop (F1)	85.57	—	Unverified
5	DE-CNN	Restaurant (F1)	85.2	—	Unverified
6	Wei et al. (2020)	Laptop (F1)	82.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	Restaurant (F1)	80.3	—	Unverified
2	Wei et al. (2020)	Restaurant (F1)	72.7	—	Unverified
3	DE-CNN	Restaurant (F1)	68.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DE-CNN	Laptop (F1)	81.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DE-CNN	Restaurant (F1)	74.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RACL - Laptops	F1	23	—	Unverified