SOTAVerified

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

Showing 150 of 92 papers

TitleStatusHype
Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge GraphsCode4
DILBERT: Customized Pre-Training for Domain Adaptation withCategory Shift, with an Application to Aspect ExtractionCode1
DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect ExtractionCode1
Adversarial Training for Aspect-Based Sentiment Analysis with BERTCode1
Joint Aspect Extraction and Sentiment Analysis with Directional Graph Convolutional NetworksCode1
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment AnalysisCode1
InstructABSA: Instruction Learning for Aspect Based Sentiment AnalysisCode1
YASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain ReviewsCode1
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment AnalysisCode1
Structure-Level Knowledge Distillation For Multilingual Sequence LabelingCode1
Review highlights: opinion mining on reviews: a hybrid model for rule selection in aspect extractionCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Modelling Context and Syntactical Features for Aspect-based Sentiment AnalysisCode1
Improving BERT Performance for Aspect-Based Sentiment AnalysisCode1
Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural NetworksCode1
Automatic Controllable Product Copywriting for E-CommerceCode1
Controlled CNN-based Sequence Labeling for Aspect Extraction0
Coupling Global and Local Context for Unsupervised Aspect Extraction0
Cross-domain aspect extraction for sentiment analysis: a transductive learning approach0
Dataset and Baseline for Automatic Student Feedback Analysis0
Distantly Supervised Aspect Clustering And Naming For E-Commerce Reviews0
Don't Eclipse Your Arts Due to Small Discrepancies: Boundary Repositioning with a Pointer Network for Aspect Extraction0
E-BERT: A Phrase and Product Knowledge Enhanced Language Model for E-commerce0
ECNU: A Combination Method and Multiple Features for Aspect Extraction and Sentiment Polarity Classification0
Enhancing Aspect Extraction for Hindi0
Enhancing Review Comprehension with Domain-Specific Commonsense0
Ensemble Creation via Anchored Regularization for Unsupervised Aspect Extraction0
Exploiting Domain Knowledge in Aspect Extraction0
From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models0
Implicit and Explicit Aspect Extraction in Financial Microblogs0
Zero-Shot Aspect-Based Sentiment Analysis0
A Framework of Customer Review Analysis Using the Aspect-Based Opinion Mining Approach0
A Rule-Based Approach to Aspect Extraction from Product Reviews0
Aspect and Sentiment Aware Abstractive Review Summarization0
Aspect-based Opinion Summarization with Convolutional Neural Networks0
Aspect Extraction and Sentiment Classification of Mobile Apps using App-Store Reviews0
Aspect Extraction from Product Reviews Using Category Hierarchy Information0
Aspect Extraction through Semi-Supervised Modeling0
Aspect Extraction Using Coreference Resolution and Unsupervised Filtering0
Aspect Extraction with Automated Prior Knowledge Learning0
Aspect On: an Interactive Solution for Post-Editing the Aspect Extraction based on Online Learning0
Aspect Oriented Suggestion Extraction from Online Reviews0
AspeRa: Aspect-Based Rating Prediction Based on User Reviews0
A Weak Supervision Approach for Few-Shot Aspect Based Sentiment0
Basic tasks of sentiment analysis0
Can a Humanoid Robot be part of the Organizational Workforce? A User Study Leveraging Sentiment Analysis0
Opinion aspect extraction in Dutch childrens diary entries0
PL-FGSA: A Prompt Learning Framework for Fine-Grained Sentiment Analysis Based on MindSpore0
Polarity in the Classroom: A Case Study Leveraging Peer Sentiment Toward Scalable Assessment0
Prompt Tuning Large Language Models on Personalized Aspect Extraction for Recommendations0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InstructABSALaptop (F1)92.3Unverified
2ACELaptop (F1)87.4Unverified
3PH-SUMLaptop (F1)86.09Unverified
4BATLaptop (F1)85.57Unverified
5DE-CNNRestaurant (F1)85.2Unverified
6Wei et al. (2020)Laptop (F1)82.7Unverified
#ModelMetricClaimedVerifiedStatus
1ACERestaurant (F1)80.3Unverified
2Wei et al. (2020)Restaurant (F1)72.7Unverified
3DE-CNNRestaurant (F1)68.28Unverified
#ModelMetricClaimedVerifiedStatus
1DE-CNNLaptop (F1)81.59Unverified
#ModelMetricClaimedVerifiedStatus
1DE-CNNRestaurant (F1)74.37Unverified
#ModelMetricClaimedVerifiedStatus
1RACL - LaptopsF123Unverified