Aspect Extraction
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Benchmarks
Most implemented
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis
Adversarial Training for Aspect-Based Sentiment Analysis with BERT
An Unsupervised Neural Attention Model for Aspect Extraction
Improving BERT Performance for Aspect-Based Sentiment Analysis
Automated Concatenation of Embeddings for Structured Prediction
Papers
Aspect-Based Sentiment Analysis for Future Tourism Experiences: A BERT-MoE Framework for Persian User Reviews
This study advances aspect-based sentiment analysis (ABSA) for Persian-language user reviews in the tourism domain, addressing challenges of low-resource languages. We propose a hybrid BERT-based model with Top-K routing…
Sentiment AnalysisAspect ExtractionAspect Extraction from E-Commerce Product and Service Reviews
Aspect Extraction (AE) is a key task in Aspect-Based Sentiment Analysis (ABSA), yet it remains difficult to apply in low-resource and code-switched contexts like Taglish, a mix of Tagalog and English commonly used in Fil…
Sentiment AnalysisAspect ExtractionPL-FGSA: A Prompt Learning Framework for Fine-Grained Sentiment Analysis Based on MindSpore
Fine-grained sentiment analysis (FGSA) aims to identify sentiment polarity toward specific aspects within a text, enabling more precise opinion mining in domains such as product reviews and social media. However, traditi…
Aspect ExtractionOpinion MiningPrompt LearningSentiment Analysis+2From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models
This study examines the performance of Large Language Models (LLMs) in Aspect-Based Sentiment Analysis (ABSA), with a focus on implicit aspect extraction in a novel domain. Using a synthetic sports feedback dataset, we e…
Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)Aspect ExtractionExtract Aspect+1An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency Structure
Aspect-based sentiment analysis has gained significant attention in recent years due to its ability to provide fine-grained insights for sentiment expressions related to specific features of entities. An important compon…
Aspect-Based Sentiment AnalysisAspect ExtractionDependency ParsingSentiment AnalysisVisual Zero-Shot E-Commerce Product Attribute Value Extraction
Existing zero-shot product attribute value (aspect) extraction approaches in e-Commerce industry rely on uni-modal or multi-modal models, where the sellers are asked to provide detailed textual inputs (product descriptio…
Aspect ExtractionAttributeAttribute Value ExtractionDecoder+1