SOTAVerified

Aspect Category Detection

Aspect category detection (ACD) in sentiment analysis aims to identify the aspect categories mentioned in a sentence.

Papers

Showing 1–25 of 31 papers

TitleStatusHype
Embarrassingly Simple Unsupervised Aspect ExtractionCode1
Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention NetworksCode1
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple PredictionCode1
Latent Aspect Detection from Online Unsolicited Customer ReviewsCode1
Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category DetectionCode1
An Unsupervised Approach for Aspect Category Detection Using Soft Cosine Similarity MeasureCode0
Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation LearningCode0
FABSA: An aspect-based sentiment analysis dataset of user reviewsCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
Jointly Modeling Aspect and Polarity for Aspect-based Sentiment Analysis in Persian ReviewsCode0
KPC-cF: Aspect-Based Sentiment Analysis via Implicit-Feature Alignment with Corpus FilteringCode0
Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-TrainingCode0
From Stars to Insights: Exploration and Implementation of Unified Sentiment Analysis with Distant SupervisionCode0
Investigating Monolingual and Multilingual BERTModels for Vietnamese Aspect Category Detection—0
A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection—0
SentiTel: TABSA for Twitter reviews on Uganda Telecoms—0
TJUdeM: A Combination Classifier for Aspect Category Detection and Sentiment Polarity Classification—0
AWARE: Aspect-Based Sentiment Analysis Dataset of Apps Reviews for Requirements Elicitation—0
Label-enhanced Prototypical Network with Contrastive Learning for Multi-label Few-shot Aspect Category Detection—0
Label-Guided Prompt for Multi-label Few-shot Aspect Category Detection—0
Aspect Category Detection via Topic-Attention Network—0
Supervised Gradual Machine Learning for Aspect Category Detection—0
LICD: A Language-Independent Approach for Aspect Category Detection—0
Multi-Label Few-Shot Learning for Aspect Category Detection—0
BUTknot at SemEval-2016 Task 5: Supervised Machine Learning with Term Substitution Approach in Aspect Category Detection—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BaselineF1-score0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1CAtF-measure (%)86.4—Unverified
#ModelMetricClaimedVerifiedStatus
1pxpAverage Recall0.72—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-pair-NLI-BF1 score92.18—Unverified