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 5192 of 92 papers

TitleStatusHype
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only0
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning0
Unified Feature and Instance Based Domain Adaptation for Aspect-Based Sentiment Analysis0
Unsupervised Neural Aspect Extraction with Sememes0
Unsupervised Neural Aspect Search with Related Terms Extraction0
Using Aspect Extraction Approaches to Generate Review Summaries and User Profiles0
Visual Zero-Shot E-Commerce Product Attribute Value Extraction0
Weakly-supervised Domain Adaption for Aspect Extraction via Multi-level Interaction Transfer0
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
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
Improving Aspect-Level Sentiment Analysis with Aspect Extraction0
Improving unsupervised neural aspect extraction for online discussions using out-of-domain classification0
INSIGHT-1 at SemEval-2016 Task 5: Deep Learning for Multilingual Aspect-based Sentiment Analysis0
Instruct-DeBERTa: A Hybrid Approach for Aspect-based Sentiment Analysis on Textual Reviews0
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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