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
Automated Concatenation of Embeddings for Structured PredictionCode1
Structure-Level Knowledge Distillation For Multilingual Sequence LabelingCode1
BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment AnalysisCode1
Improving BERT Performance for Aspect-Based Sentiment AnalysisCode1
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
InstructABSA: Instruction Learning for Aspect Based Sentiment AnalysisCode1
Automatic Controllable Product Copywriting for E-CommerceCode1
Joint Aspect Extraction and Sentiment Analysis with Directional Graph Convolutional NetworksCode1
Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural NetworksCode1
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment AnalysisCode1
Modelling Context and Syntactical Features for Aspect-based Sentiment AnalysisCode1
YASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain ReviewsCode1
Review highlights: opinion mining on reviews: a hybrid model for rule selection in aspect extractionCode1
Adversarial Training for Aspect-Based Sentiment Analysis with BERTCode1
Does local pruning offer task-specific models to learn effectively ?Code0
A Wide Evaluation of ChatGPT on Affective Computing TasksCode0
SETSum: Summarization and Visualization of Student Evaluations of TeachingCode0
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency StructureCode0
Mining fine-grained opinions on closed captions of YouTube videos with an attention-RNNCode0
Multilingual aspect clustering for sentiment analysisCode0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Aspect Detection using Word and Char Embeddings with (Bi)LSTM and CRFCode0
Automatic Aspect Extraction from Scientific TextsCode0
Replication issues in syntax-based aspect extraction for opinion miningCode0
Robust to Noise Models in Natural Language Processing TasksCode0
Hyperbolic Disentangled Representation for Fine-Grained Aspect ExtractionCode0
Improving Aspect Extraction based on Rules through Deep Syntax-Semantics CommunicationCode0
Double Embeddings and CNN-based Sequence Labeling for Aspect ExtractionCode0
Simple Unsupervised Similarity-Based Aspect ExtractionCode0
Deep Learning Brasil at ABSAPT 2022: Portuguese Transformer Ensemble ApproachesCode0
Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly SupervisedCode0
A Hierarchical Interactive Network for Joint Span-based Aspect-Sentiment AnalysisCode0
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
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
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
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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