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
Self-training through Classifier Disagreement for Cross-Domain Opinion Target Extraction0
Sentiment-Aspect Extraction based on Restricted Boltzmann Machines0
SEOpinion: Summarization and Exploration Opinion of E-Commerce Websites0
Structured Aspect Extraction0
Supervised Opinion Aspect Extraction by Exploiting Past Extraction Results0
Towards a One-stop Solution to Both Aspect Extraction and Sentiment Analysis Tasks with Neural Multi-task Learning0
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
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
Label Correction Model for Aspect-based Sentiment Analysis0
Learning multilingual topics through aspect extraction from monolingual texts0
Learning to Extract Cross-Domain Aspects and Understanding Sentiments Using Large Language Models0
Lifelong Learning CRF for Supervised Aspect Extraction0
Multi-Domain Aspect Extraction Using Support Vector Machines0
NILC\_USP: Aspect Extraction using Semantic Labels0
Improving Aspect Extraction based on Rules through Deep Syntax-Semantics CommunicationCode0
Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly SupervisedCode0
Hyperbolic Disentangled Representation for Fine-Grained Aspect ExtractionCode0
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency StructureCode0
SETSum: Summarization and Visualization of Student Evaluations of TeachingCode0
Double Embeddings and CNN-based Sequence Labeling for Aspect ExtractionCode0
Simple Unsupervised Similarity-Based Aspect ExtractionCode0
Does local pruning offer task-specific models to learn effectively ?Code0
Deep Learning Brasil at ABSAPT 2022: Portuguese Transformer Ensemble ApproachesCode0
A Wide Evaluation of ChatGPT on Affective Computing TasksCode0
A Hierarchical Interactive Network for Joint Span-based Aspect-Sentiment AnalysisCode0
Replication issues in syntax-based aspect extraction for opinion miningCode0
Aspect Detection using Word and Char Embeddings with (Bi)LSTM and CRFCode0
Robust to Noise Models in Natural Language Processing TasksCode0
Mining fine-grained opinions on closed captions of YouTube videos with an attention-RNNCode0
Automatic Aspect Extraction from Scientific TextsCode0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Multilingual aspect clustering for sentiment analysisCode0
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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