Aspect Based Sentiment Analysis

Aspect-based sentiment analysis (ABSA) aims to identify sentiments expressed towards specific aspects or features within text, going beyond overall sentiment classification. Current research heavily utilizes transformer-based models, often incorporating techniques like graph convolutional networks and attention mechanisms to capture complex relationships between aspects, opinions, and sentiments, addressing challenges like long-range dependencies and handling multi-modal data (text and images). ABSA's detailed insights are valuable for various applications, including customer feedback analysis, market research, and improving product development, driving ongoing advancements in natural language processing and related fields.

Papers

August 2, 2022

PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis
Heng Yang, Chen Zhang, Ke Li
Aspect Based Sentiment Analysis Modular Framework Annotation Tool Aspect Term Extraction Reproducible Research

July 17, 2022

Aspect-specific Context Modeling for Aspect-based Sentiment Analysis
Fang Ma, Chen Zhang, Bo Zhang, Dawei Song
Context Information Sentiment Polarity Aspect Based Sentiment Analysis Context Modeling Pre Trained Language Aspect Representation

July 6, 2022

Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa
Tianyu Zhao, Junping Du, Zhe Xue, Ang Li, Zeli Guan
Sentiment Analysis Aspect Based Sentiment Analysis Aspect Level Sentiment Analysis Document Level Sentiment

June 6, 2022

Discriminative Models Can Still Outperform Generative Models in Aspect Based Sentiment Analysis
Dhruv Mullick, Alona Fyshe, Bilal Ghanem
Generative Model Sentiment Analysis Aspect Based Sentiment Analysis Discriminative Model Discriminative Performance

May 6, 2022

Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Media
Lixing Zhu, Zheng Fang, Gabriele Pergola, Rob Procter, Yulan He
Social Medium Stance Detection Aspect Based Sentiment Analysis Stance Analysis Elusive Aspect Disentangled Learning Medical Corpus Vaccination Attitude

April 16, 2022

A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis
Bing Wang, Liang Ding, Qihuang Zhong, Ximing Li, Dacheng Tao
Sentiment Polarity Aspect Based Sentiment Analysis Fine Grained Sentiment Channel Data Augmentation

April 15, 2022

Training Entire-Space Models for Target-oriented Opinion Words Extraction
Yuncong Li, Fang Wang, Sheng-Hua Zhong
Training Data Aspect Based Sentiment Analysis Aspect Category Model Space Opinion Word Extraction

April 11, 2022

A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis
Ehsan Hosseini-Asl, Wenhao Liu, Caiming Xiong
Sentiment Analysis Generative Language Model Aspect Based Sentiment Analysis Polarity Prediction

April 6, 2022

BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis
Shuo Liang, Wei Wei, Xian-Ling Mao, Fei Wang, Zhiyong He
Neural Network Sentiment Analysis Aspect Based Sentiment Analysis Fine Grained Sentiment Aspect Level Sentiment Analysis

April 2, 2022

CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis
Nankai Lin, Yingwen Fu, Xiaotian Lin, Aimin Yang, Shengyi Jiang
Contrastive Learning Sentiment Analysis Cross Lingual Aspect Based Sentiment Analysis xApp Distillation

March 30, 2022

Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis
Kai Zhang, Kun Zhang, Mengdi Zhang, Hongke Zhao, Qi Liu, Wei Wu, Enhong Chen
Pre Trained Language Model Sentiment Analysis BERT Model Sentiment Polarity Aspect Based Sentiment Analysis Aspect Level Sentiment Analysis

March 14, 2022

Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis
Yiming Zhang, Min Zhang, Sai Wu, Junbo Zhao
Sentiment Analysis Sentiment Polarity Aspect Based Sentiment Analysis Label Space Elusive Aspect Sentence Level Sentiment Label Granularity

March 2, 2022

A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges
Wenxuan Zhang, Xin Li, Yang Deng, Lidong Bing, Wai Lam
Timely Survey Technical Challenge NCD Method New Task Sentiment Polarity Aspect Based Sentiment Analysis Clear Human Aware Sentiment Orientation

February 14, 2022

Aspect Based Sentiment Analysis Using Spectral Temporal Graph Neural Network
Abir Chakraborty
Natural Language Processing Task Graph Attention Aspect Based Sentiment Analysis Graph Fourier

February 4, 2022

Zero-Shot Aspect-Based Sentiment Analysis
Lei Shu, Hu Xu, Bing Liu, Jiahua Chen
Sentiment Analysis Aspect Based Sentiment Analysis Aspect Term Extraction

January 17, 2022

A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian Reviews
Milad Vazan, Fatemeh Sadat Masoumi, Sepideh Saeedi Majd
Sentiment Analysis Aspect Based Sentiment Analysis Persian Dataset Elusive Aspect Sentiment Analysis Model Aspect Category Colloquial Persian Polarity Classification

January 13, 2022

Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment Analysis
Qihuang Zhong, Liang Ding, Juhua Liu, Bo Du, Hua Jin, Dacheng Tao
Knowledge Graph Sentiment Analysis Aspect Based Sentiment Analysis Multi View Representation Learning Aspect Representation

January 5, 2022

Auto-ABSA: Cross-Domain Aspect Detection and Sentiment Analysis Using Auxiliary Sentences
Teng Wang, Bolun Sun, Yijie Tong
Sentiment Analysis Automatic Detection Aspect Based Sentiment Analysis Elusive Aspect Sentiment Prediction

November 29, 2021

Adversarial Training for a Hybrid Approach to Aspect-Based Sentiment Analysis
Ron Hochstenbach, Flavius Frasincar, Maria Mihaela Trusca
Adversarial Training Sentiment Analysis Adversarial Learning User Sentiment Aspect Based Sentiment Analysis Hybrid Approach Classification Network

November 3, 2021

Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training
Zhengyan Li, Yicheng Zou, Chong Zhang, Qi Zhang, Zhongyu Wei
Implicit Sentiment Sentiment Polarity Aspect Based Sentiment Analysis Contrastive Pre Training Sentence Level Sentiment Twitter Sentiment Sentiment Expression Clear Human Aware Sentiment Orientation

Aspect Based Sentiment Analysis

Papers

PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis

Aspect-specific Context Modeling for Aspect-based Sentiment Analysis

Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa

Discriminative Models Can Still Outperform Generative Models in Aspect Based Sentiment Analysis

Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Media

A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis

Training Entire-Space Models for Target-oriented Opinion Words Extraction

A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis

BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis

CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis

Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis

Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysis

A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges

Aspect Based Sentiment Analysis Using Spectral Temporal Graph Neural Network

Zero-Shot Aspect-Based Sentiment Analysis

A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian Reviews

Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment Analysis

Auto-ABSA: Cross-Domain Aspect Detection and Sentiment Analysis Using Auxiliary Sentences

Adversarial Training for a Hybrid Approach to Aspect-Based Sentiment Analysis

Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training