Extract Aspect
1개 벤치마크 · 논문 23편 · 이 태스크의 논문 보기 →
Benchmarks
SemEval 2015 Task 12
Most implemented
A Multi-task Learning Framework for Opinion Triplet Extraction
Extractive Opinion Summarization in Quantized Transformer Spaces
An Interpretable and Uncertainty Aware Multi-Task Framework for Multi-Aspect Sentiment Analysis
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction
Papers
From 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+1Boundary-Driven Table-Filling with Cross-Granularity Contrastive Learning for Aspect Sentiment Triplet Extraction
The Aspect Sentiment Triplet Extraction (ASTE) task aims to extract aspect terms, opinion terms, and their corresponding sentiment polarity from a given sentence. It remains one of the most prominent subtasks in fine-gra…
Aspect Sentiment Triplet ExtractionContrastive LearningExtract AspectSentence+2Exploring Large Language Models for Multimodal Sentiment Analysis: Challenges, Benchmarks, and Future Directions
Multimodal Aspect-Based Sentiment Analysis (MABSA) aims to extract aspect terms and their corresponding sentiment polarities from multimodal information, including text and images. While traditional supervised learning m…
Aspect-Based Sentiment AnalysisExtract AspectMultimodal Sentiment AnalysisSentiment AnalysisRNG: Reducing Multi-level Noise and Multi-grained Semantic Gap for Joint Multimodal Aspect-Sentiment Analysis
As an important multimodal sentiment analysis task, Joint Multimodal Aspect-Sentiment Analysis (JMASA), aiming to jointly extract aspect terms and their associated sentiment polarities from the given text-image pairs, ha…
Contrastive LearningExtract AspectMultimodal Sentiment AnalysisSentiment AnalysisAspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities
Multi-modal knowledge graphs (MMKGs) combine different modal data (e.g., text and image) for a comprehensive understanding of entities. Despite the recent progress of large-scale MMKGs, existing MMKGs neglect the multi-a…
Extract AspectImage RetrievalKnowledge GraphsMulti-modal Knowledge GraphChinese Financial Text Emotion Mining: GCGTS -- A Character Relationship-based Approach for Simultaneous Aspect-Opinion Pair Extraction
Aspect-Opinion Pair Extraction (AOPE) from Chinese financial texts is a specialized task in fine-grained text sentiment analysis. The main objective is to extract aspect terms and opinion terms simultaneously from a dive…
Extract AspectSentiment Analysis