Aspect-Based Sentiment Analysis (ABSA)
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Benchmarks
SemEval-2014 Task-4
ASTE
ASQP
TASD
ACOS
SemEval 2014 Task 4 Laptop
MAMS
Sentihood
FABSA
SemEval 2015 Task 12
Lap14
Rest14
Rest15
Rest16
SemEval 2015 Task 12
Most implemented
Effective LSTMs for Target-Dependent Sentiment Classification
Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence
Attention-based LSTM for Aspect-level Sentiment Classification
Aspect Level Sentiment Classification with Deep Memory Network
Papers
Multi-Domain ABSA Conversation Dataset Generation via LLMs for Real-World Evaluation and Model Comparison
Aspect-Based Sentiment Analysis (ABSA) offers granular insights into opinions but often suffers from the scarcity of diverse, labeled datasets that reflect real-world conversational nuances. This paper presents an approa…
Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)Dataset GenerationSentiment Analysis+2CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language
Aspect-Based Sentiment Analysis (ABSA) is a fundamental task in natural language processing, offering fine-grained insights into opinions expressed in text. While existing research has largely focused on resource-rich la…
Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)Dependency ParsingSemantic Similarity+3From 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+1Multi-Scale and Multi-Objective Optimization for Cross-Lingual Aspect-Based Sentiment Analysis
Aspect-based sentiment analysis (ABSA) is a sequence labeling task that has garnered growing research interest in multilingual contexts. However, recent studies lack more robust feature alignment and finer aspect-level a…
Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)SentenceSentiment AnalysisDo we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
Aspect sentiment quadruple prediction (ASQP) facilitates a detailed understanding of opinions expressed in a text by identifying the opinion term, aspect term, aspect category and sentiment polarity for each opinion. How…
Aspect-Based Sentiment Analysis (ABSA)Few-Shot LearningM-ABSA: A Multilingual Dataset for Aspect-Based Sentiment Analysis
Aspect-based sentiment analysis (ABSA) is a crucial task in information extraction and sentiment analysis, aiming to identify aspects with associated sentiment elements in text. However, existing ABSA datasets are predom…
Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)Language Model EvaluationLanguage Modeling+5