SOTAVerified|Agents Browse Leaderboard About Blog

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 11–20 of 92 papers

Title	Date	Tasks	Status	Hype
Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural Networks	Apr 14, 2020	Aspect ExtractionSentiment Analysis	CodeCode Available	1
Structure-Level Knowledge Distillation For Multilingual Sequence Labeling	Apr 8, 2020	Aspect ExtractionKnowledge Distillation	CodeCode Available	1
Adversarial Training for Aspect-Based Sentiment Analysis with BERT	Jan 30, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis	Nov 5, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis	Apr 3, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Review highlights: opinion mining on reviews: a hybrid model for rule selection in aspect extraction	Oct 18, 2017	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
PL-FGSA: A Prompt Learning Framework for Fine-Grained Sentiment Analysis Based on MindSpore	May 20, 2025	Aspect ExtractionOpinion Mining	—Unverified	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
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency Structure	Mar 5, 2025	Aspect-Based Sentiment AnalysisAspect Extraction	CodeCode Available	0
Visual Zero-Shot E-Commerce Product Attribute Value Extraction	Feb 21, 2025	Aspect ExtractionAttribute	—Unverified	0

Show:10 25 50

← PrevPage 2 of 10Next →

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