Data to 7 Oct 2026

Exploiting BERT for End-to-End Aspect-based Sentiment Analysis

arXiv 1910.00883 ↗First posted 2 Oct 2019cs.CLcited by 57

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Abstract (arXiv)

In this paper, we investigate the modeling power of contextualized embeddings from pre-trained language models, e.g. BERT, on the E2E-ABSA task. Specifically, we build a series of simple yet insightful neural baselines to deal with E2E-ABSA. The experimental results show that even with a simple linear classification layer, our BERT-based architecture can outperform state-of-the-art works. Besides, we also standardize the comparative study by consistently utilizing a hold-out validation dataset for model selection, which is largely ignored by previous works. Therefore, our work can serve as a BERT-based benchmark for E2E-ABSA.

Key facts. Cited by 57 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Oct 2019.

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Citing papers per year: 2021: 14; 2022: 20; 2023: 9; 2024: 9; 2025: 4; 2026: 1.

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2021Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Surveycited by 457
2021Aspect Sentiment Quad Prediction as Paraphrase Generationcited by 99
2023Is ChatGPT a Good Sentiment Analyzer? A Preliminary Studycited by 96
2021A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysiscited by 61
2022A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challengescited by 61
2021Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space Translationcited by 41
2022Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentationcited by 29
2021Structured Sentiment Analysis as Dependency Graph Parsingcited by 28
2024GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediationcited by 11
2022Challenges for Open-domain Targeted Sentiment Analysiscited by 9
2022Vietnamese Hate and Offensive Detection using PhoBERT-CNN and Social Media Streaming Datacited by 9
2021Bangla Natural Language Processing: A Comprehensive Analysis of Classical, Machine Learning, and Deep Learning Based Methodscited by 8

38 more

2021Evaluating Pre-Trained Models for User Feedback Analysis in Software Engineering: A Study on Classification of App-Reviewscited by 7
2021Deep Transfer Learning & Beyond: Transformer Language Models in Information Systems Researchcited by 7
2022A Dataset and BERT-based Models for Targeted Sentiment Analysis on Turkish Textscited by 7
2024EFSA: Towards Event-Level Financial Sentiment Analysiscited by 7
2022Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment Analysiscited by 6
2022CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysiscited by 6
2022Artificial intelligence for topic modelling in Hindu philosophy: mapping themes between the Upanishads and the Bhagavad Gitacited by 6
2022Zero-Shot Aspect-Based Sentiment Analysiscited by 5
2023Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-trainingcited by 5
2022Which side are you on? Insider-Outsider classification in conspiracy-theoretic social mediacited by 4
2022Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Mediacited by 4
2025Czech Dataset for Complex Aspect-Based Sentiment Analysis Taskscited by 4
2021Arabic aspect based sentiment analysis using bidirectional GRU based modelscited by 3
2022Emotion Analysis using Multi-Layered Networks for Graphical Representation of Tweetscited by 3
2023PerPLM: Personalized Fine-tuning of Pretrained Language Models via Writer-specific Intermediate Learning and Promptscited by 3
2021Re-Evaluating GermEval17 Using German Pre-Trained Language Modelscited by 2
2021Cost-effective Deployment of BERT Models in Serverless Environmentcited by 2
2022Detecting Conspiracy Theory Against COVID-19 Vaccinescited by 2
2023Bidirectional Generative Framework for Cross-domain Aspect-based Sentiment Analysiscited by 2
2023LIC-GAN: Language Information Conditioned Graph Generative GAN Modelcited by 2
2024Let's Rectify Step by Step: Improving Aspect-based Sentiment Analysis with Diffusion Modelscited by 2
2024Instruct-DeBERTa: A Hybrid Approach for Aspect-based Sentiment Analysis on Textual Reviewscited by 2
2024PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysiscited by 2
2026Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAIcited by 2
2021Humor@IITK at SemEval-2021 Task 7: Large Language Models for Quantifying Humor and Offensivenesscited by 1
2021Arabic aspect sentiment polarity classification using BERTcited by 1
2022Aspect Based Sentiment Analysis Using Spectral Temporal Graph Neural Networkcited by 1
2022Multi-Domain Targeted Sentiment Analysiscited by 1
2022Aspect-specific Context Modeling for Aspect-based Sentiment Analysiscited by 1
2023Analyzing FOMC Minutes: Accuracy and Constraints of Language Modelscited by 1
2024ChatASU: Evoking LLM's Reflexion to Truly Understand Aspect Sentiment in Dialoguescited by 1
2024GERestaurant: A German Dataset of Annotated Restaurant Reviews for Aspect-Based Sentiment Analysiscited by 1
2025Fine-tuning BERT with Bidirectional LSTM for Fine-grained Movie Reviews Sentiment Analysiscited by 1
2025SLIM-LLMs: Modeling of Style-Sensory Language RelationshipsThrough Low-Dimensional Representationscited by 1
2025Dynamic Span Interaction and Graph-Aware Memory for Entity-Level Sentiment Classificationcited by 1
2021Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?cited by 0
2022Punctuation restoration in Swedish through fine-tuned KB-BERTcited by 0
2022Discriminative Models Can Still Outperform Generative Models in Aspect Based Sentiment Analysiscited by 0

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