Aspect-Based Sentiment Analysis

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2 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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BARRAC: Adaptation of an English Aspect-based Sentiment Analysis Approach for Classification Tasks in Arabic Dialects
Sep 30, 2026Ali Almutairi, Gelareh Mohammadi, Imran Razzak +1Arabic NLP Sentiment Analysis
University of New South Wales, Australia · MBZUAI, UAE
Decide, Don't Generate: Competitive Dimensional ABSA with Jev's Typed Decisions
Sep 28, 2026Yiqun Zhang, Peidong Wang, Zihan Wang +1Sentiment Analysis Aspect-Based Sentiment Analysis
Northeastern University, China
Generative Models Enhanced by Sequence Labelling and Aspect-Code Switching Improve Cross-lingual Aspect-Based Sentiment Analysis
Aug 31, 2026Jakub Šmíd, Pavel Přibáň, Pavel KrálAspect-Based Sentiment Analysis Cross-Lingual Transfer
Department of Computer Science and Engineering · NTIS – New Technologies for the Information Society · University of West Bohemia in Pilsen, Faculty of Applied Sciences +1
ViTOED: A Dataset for Target-Oriented Emotion Detection on Vietnamese Social Media Texts
Aug 13, 2026Chanh Vo, Son T. Luu, Ngan Luu-Thuy NguyenSentiment Analysis Aspect-Based Sentiment Analysis
Faculty of Information Science and Engineering, University of Information Technology, Ho Chi Minh City · Vietnam National University, Ho Chi Minh City, Vietnam
Mind the Gap: A Dual Knowledge Graph Framework for Unified Multi-task User Intent Inference
Aug 7, 2026Tzu-Cheng Peng, Chien Chin Chen, Chih-Hao Ku +1KG Construction Multi-Task Learning
National Taiwan University · National Taiwan University, Taiwan · University of North Texas +3
Language-Specific versus Cross-Lingual Knowledge Graphs for Implicit Aspect Identification in Arabic: A Comparative Study of Reasoning and Adaptation Strategies
Jul 22, 2026Lujain A. AlawwadArabic NLP Aspect-Based Sentiment Analysis
Department of Computing and Informatics Saudi Electronic University Riyadh, Saudi Arabia
Constraint-Aware Counterfactual Editing for Aspect-Based Sentiment Analysis
Jul 15, 2026S M Rafiuddin, Vamsi Krishna Pavuluri, Atriya SenCounterfactual Evaluation Counterfactual Explanations
Department of Computer Science, Oklahoma State University, Stillwater, Oklahoma, USA
MASTE: A Multi-Agent Pipeline for Zero-Shot Aspect Sentiment Triplet Extraction
Jul 9, 2026Ao Hong, Lehang Wang, Zhirun Yue +3Zero-Shot Learning Aspect-Based Sentiment Analysis
Tsinghua University · Wuhan University
SalAngaBhava: A Sinhala Market Dataset for Aspect-based Sentiment Analysis
Jul 6, 2026Lakshani Galwatta, Nisansa de Silva, Sarangi Aththanayake +1Aspect-Based Sentiment Analysis Low-Resource Language Processing
Dept. of Computer Science & Engineering, University of Moratuwa, Sri Lanka. · School of Technologies, Cardiff Metropolitan university, United Kingdom.
The Classics at SemEval-2026 Task 3: Combining Transformer Models and LLM-Generated Annotations for Dimensional Aspect-Based Sentiment Analysis
Jul 3, 2026Rafif Alshawi, Amit Raj, Aleksey Kudelya +1Sentiment Analysis Aspect-Based Sentiment Analysis
HSE University
Aspect-Based Sentiment Evolution and its Correlation with Review Rounds in Multi-Round Peer Reviews: A Deep Learning Approach
Jun 23, 2026Ruxue Hana, Haomin Zhoua, Jiangtao Zhong +1Sentiment Analysis Scholarly Peer Review
School of Economics and Management, East China Normal University, Shanghai 200062, People’s Republic of China · Department of Information Management, Nanjing University of Science and Technology, Nanjing 210094, People’s Republic of China
ACAT: A Collaborative Platform for Efficient Aspect-Based Sentiment Dataset Annotation
Jun 2, 2026Ana-Maria Luisa Mocanu, Ciprian-Octavian Truica, Elena-Simona ApostolHuman-in-the-Loop Annotation Aspect-Based Sentiment Analysis
1National University of Science and Technology POLITEHNICA Bucharest, Romania · 2Academy of Romanian Scientists, Ilfov 3, Bucharest, 050044, Romania
DiffuSent: Towards a Unified Diffusion Framework for Aspect-Based Sentiment Analysis
May 31, 2026Shu Long, Yanglei Gan, Xuchuan ZhouAspect-Based Sentiment Analysis Conditional Diffusion Models
University of Electronic Science and Technology of China · Southwest Petroleum University · Southwest Minzu University
Fine-grained Verification via Diagnostic Reasoning Supervision for Aspect Sentiment Triplet Extraction
May 29, 2026Wenna Lai, Haoran Xie, Guandong Xu +2Aspect-Based Sentiment Analysis
The Hong Kong Polytechnic University, China · Lingnan University, China · Education University of Hong Kong, China
Prompting Is All You Need: Multi-view Prompting Large Language Models for Aspect-Based Sentiment Analysis
May 27, 2026Nils Constantin Hellwig, Niklas Donhauser, Jakob Fehle +2LLM Prompting Few-Shot Prompting
1Media Informatics Group, University of Regensburg, Germany · 2Information Science Group, University of Regensburg, Germany
A Controlled Synthetic Benchmark for Educational Aspect-Based Sentiment Analysis
May 25, 2026Yehudit Aperstein, Alexander ApartsinEducational Technology Synthetic Benchmark Generation
Intelligent Systems, Afeka Academic College of Engineering, Tel Aviv, Israel · School of Computer Science, Faculty of Sciences, Holon Institute of Technology, Holon, Israel
SentimentLens: Reconciling Sentiment and Ratings via Dual-Modality in the Hospitality Sector
May 22, 2026Dineth Jayakody, Pasindu Thenahandi, Sampath JayarathnaAspect-Based Sentiment Analysis
Department of Computer Science Old Dominion University Norfolk, Virginia, USA
GHI: Graphormer over Conditioned Hypergraph Incidence for Aspect-Based Sentiment Analysis
May 21, 2026Yu Du, Wenlong Zhu, Xingze Li +3Hypergraph Neural Networks Aspect-Based Sentiment Analysis
Qiqihar University
Single-Pass, Depth-Selective Reading for Multi-Aspect Sentiment Analysis
May 20, 2026Yan Xia, Zhuangzhuang Pan, Amirrudin Kamsin +1Aspect-Based Sentiment Analysis Efficient Language Model Inference
1Universiti Malaya, Malaysia · 2Suzhou University of Technology, China · 3VinUniversity, Vietnam
Task-Routed Mixture-of-Experts with Cognitive Appraisal for Implicit Sentiment Analysis
May 20, 2026Yaping Chai, Haoran Xie, Joe S. QinSentiment Analysis Multi-Task Learning
Division of Artificial Intelligence, Lingnan University, Hong Kong
ICT-NLP at SemEval-2026 Task 3: Less Is More -- Multilingual Encoder with Joint Training and Adaptive Ensemble for Dimensional Aspect Sentiment Regression
May 11, 2026Liyuan Huang, Jiawei He, Wutao Shen +2Aspect-Based Sentiment Analysis
1State Key Laboratory of AI Safety · Institute of Computing Technology, Chinese Academy of Sciences · University of Chinese Academy of Sciences
DECO-MWE: building a linguistic resource of Korean multiword expressions for feature-based sentiment analysis
May 11, 2026Jaeho Han, Changhoe Hwang, Seongyong Choi +3Sentiment Analysis Aspect-Based Sentiment Analysis
DICORA, Department of Linguistics and Cognitive Science, Hankuk University of Foreign Studies, Korea · Université Paris-Est, LIGM, CNRS, UPEM, ESIEE, ENPC, France
SSP-based construction of evaluation-annotated data for fine-grained aspect-based sentiment analysis
May 8, 2026Suwon Choi, Shinwoo Kim, Changhoe Hwang +3Aspect-Based Sentiment Analysis
DICORA, Hankuk University of Foreign Studies · LIGM, Université Gustave Eiffel
Annotation Quality in Aspect-Based Sentiment Analysis: A Case Study Comparing Experts, Students, Crowdworkers, and Large Language Model
May 5, 2026Niklas Donhauser, Jakob Fehle, Nils Constantin Hellwig +3Annotator Disagreement LLM-Assisted Annotation
Media Informatics Group, University of Regensburg, Regensburg, Germany · Information Science Group, University of Regensburg, Regensburg, Germany
TCDA: Thread-Constrained Discourse-Aware Modeling for Conversational Sentiment Quadruple Analysis
May 3, 2026Xinran Li, Xinze Che, Yifan Lyu +2Rotary Positional Embeddings Graph Neural Networks
School of Software, Dalian University of Technology, Dalian, China · School of Data and Computer Science, Sun Yat-sen University, Guangzhou, China
Zero-Shot to Full-Resource: Cross-lingual Transfer Strategies for Aspect-Based Sentiment Analysis
Apr 29, 2026Jakob Fehle, Nils Constantin Hellwig, Udo Kruschwitz +1Multilingual Language Model Evaluation Aspect-Based Sentiment Analysis
Media Informatics Group, University of Regensburg, Regensburg, Germany · Information Science Group, University of Regensburg, Regensburg, Germany
$\mathcal{S}^2$ IT: Stepwise Syntax Integration Tuning for Large Language Models in Aspect Sentiment Quad Prediction
Apr 25, 2026Bingfeng Chen, Chenjie Qiu, Yifeng Xie +3LLM Fine-Tuning Aspect-Based Sentiment Analysis
School of Computer Science, Guangdong University of Technology · Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ) · Peng Cheng Laboratory +1

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BARRAC: Adaptation of an English Aspect-based Sentiment Analysis Approach for Classification Tasks in Arabic Dialects

Ali Almutairi, Gelareh Mohammadi, Imran Razzak, Aditya Joshi

University of New South Wales, Australia · MBZUAI, UAE

Arabic NLP Sentiment Analysis Aspect-Based Sentiment Analysis Cross-Lingual Transfer

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With the rapid growth of Arabic NLP, several models, datasets and benchmarks have been reported. This paper asks whether approaches developed for majority languages like English can be adapted to Arabic tasks. We adapt an English aspect-based sentiment analysis framework to Arabic classification tasks and present the adaptation as BARRAC: Brainstorming Alignment and Replaced Representation learning for ArabiC tasks. BARRAC replaces consumer-review attribute pools with Arabic linguistic devices and markers for dialectal sentiment, sarcasm, and dialect identification, and replaces noisy self-training with two-stage training. Evaluated on five Arabic dialect datasets, BARRAC achieves a mean macro-F1 of 63.93%, outperforming the best few-label SOTA by 3%, and outperforming GPT-4o on four out of five tasks. Error analysis provides insights into remaining challenges. These results demonstrate that adapting task-specific approaches is a promising direction for Arabic NLP alongside adapting models, datasets and benchmarks.

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