Copertina

Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Hellwig, Nils Constantin, Fehle, Jakob, Kruschwitz, Udo, Wolff, Christian
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

LLM-as-an-Annotator: Training Lightweight Models with LLM-Annotated Examples for Aspect Sentiment Tuple Prediction
di: Hellwig, Nils Constantin, et al.
Pubblicazione: (2026)

Prompting Is All You Need: Multi-view Prompting Large Language Models for Aspect-Based Sentiment Analysis
di: Hellwig, Nils Constantin, et al.
Pubblicazione: (2026)

AnnoABSA: A Web-Based Annotation Tool for Aspect-Based Sentiment Analysis with Retrieval-Augmented Suggestions
di: Hellwig, Nils Constantin, et al.
Pubblicazione: (2026)

nchellwig at SemEval-2026 Task 3: Self-Consistent Structured Generation (SCSG) for Dimensional Aspect-Based Sentiment Analysis using Large Language Models
di: Hellwig, Nils Constantin, et al.
Pubblicazione: (2026)

Zero-Shot to Full-Resource: Cross-lingual Transfer Strategies for Aspect-Based Sentiment Analysis
di: Fehle, Jakob, et al.
Pubblicazione: (2026)

Annotation Quality in Aspect-Based Sentiment Analysis: A Case Study Comparing Experts, Students, Crowdworkers, and Large Language Model
di: Donhauser, Niklas, et al.
Pubblicazione: (2026)

GERestaurant: A German Dataset of Annotated Restaurant Reviews for Aspect-Based Sentiment Analysis
di: Hellwig, Nils Constantin, et al.
Pubblicazione: (2024)

Adaptive Data Augmentation for Aspect Sentiment Quad Prediction
di: Zhang, Wenyuan, et al.
Pubblicazione: (2024)

Can Language Models Critique Themselves? Investigating Self-Feedback for Retrieval Augmented Generation at BioASQ 2025
di: Ateia, Samy, et al.
Pubblicazione: (2025)

$\mathcal{S}^2$IT: Stepwise Syntax Integration Tuning for Large Language Models in Aspect Sentiment Quad Prediction
di: Chen, Bingfeng, et al.
Pubblicazione: (2026)

BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction
di: Bai, Yinhao, et al.
Pubblicazione: (2024)

Can Open-Source LLMs Compete with Commercial Models? Exploring the Few-Shot Performance of Current GPT Models in Biomedical Tasks
di: Ateia, Samy, et al.
Pubblicazione: (2024)

Self-Training with Pseudo-Label Scorer for Aspect Sentiment Quad Prediction
di: Zhang, Yice, et al.
Pubblicazione: (2024)

Investigating Neural Machine Translation for Low-Resource Languages: Using Bavarian as a Case Study
di: Her, Wan-Hua, et al.
Pubblicazione: (2024)

Self-Consistent Reasoning-based Aspect-Sentiment Quad Prediction with Extract-Then-Assign Strategy
di: Kim, Jieyong, et al.
Pubblicazione: (2024)

Generate Then Correct: Single Shot Global Correction for Aspect Sentiment Quad Prediction
di: He, Shidong, et al.
Pubblicazione: (2026)

Listwise Preference Optimization with Element-wise Confusions for Aspect Sentiment Quad Prediction
di: Lai, Wenna, et al.
Pubblicazione: (2025)

STAR: Stepwise Task Augmentation with Relation Learning for Aspect Sentiment Quad Prediction
di: Lai, Wenna, et al.
Pubblicazione: (2025)

Challenges in Pre-Training Graph Neural Networks for Context-Based Fake News Detection: An Evaluation of Current Strategies and Resource Limitations
di: Donabauer, Gregor, et al.
Pubblicazione: (2024)

Detecting Calls to Action in Multimodal Content: Analysis of the 2021 German Federal Election Campaign on Instagram
di: Achmann-Denkler, Michael, et al.
Pubblicazione: (2024)

BioRAGent: A Retrieval-Augmented Generation System for Showcasing Generative Query Expansion and Domain-Specific Search for Scientific Q&A
di: Ateia, Samy, et al.
Pubblicazione: (2024)

From Annotation to Adaptation: Metrics, Synthetic Data, and Aspect Extraction for Aspect-Based Sentiment Analysis with Large Language Models
di: Neveditsin, Nikita, et al.
Pubblicazione: (2025)

Large Language Models for Czech Aspect-Based Sentiment Analysis
di: Šmíd, Jakub, et al.
Pubblicazione: (2025)

E2TP: Element to Tuple Prompting Improves Aspect Sentiment Tuple Prediction
di: Mohammadkhani, Mohammad Ghiasvand, et al.
Pubblicazione: (2024)

Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis
di: Ding, Xuanwen, et al.
Pubblicazione: (2024)

A Retail-Corpus for Aspect-Based Sentiment Analysis with Large Language Models
di: Silcenco, Oleg, et al.
Pubblicazione: (2025)

Iterative Data Generation with Large Language Models for Aspect-based Sentiment Analysis
di: Zhong, Qihuang, et al.
Pubblicazione: (2024)

Causal Prompting for Implicit Sentiment Analysis with Large Language Models
di: Ren, Jing, et al.
Pubblicazione: (2025)

Evaluating Zero-Shot Multilingual Aspect-Based Sentiment Analysis with Large Language Models
di: Wu, Chengyan, et al.
Pubblicazione: (2024)

Explainable Multimodal Aspect-Based Sentiment Analysis with Dependency-guided Large Language Model
di: Wang, Zhongzheng, et al.
Pubblicazione: (2026)

Learning to Extract Cross-Domain Aspects and Understanding Sentiments Using Large Language Models
di: Ghosh, Karukriti Kaushik, et al.
Pubblicazione: (2025)

Do Large Language Models Possess Sensitive to Sentiment?
di: Liu, Yang, et al.
Pubblicazione: (2024)

A Comprehensive Evaluation of Large Language Models on Aspect-Based Sentiment Analysis
di: Zhou, Changzhi, et al.
Pubblicazione: (2024)

Enhancing Aspect-based Sentiment Analysis in Tourism Using Large Language Models and Positional Information
di: Xu, Chun, et al.
Pubblicazione: (2024)

Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Prompt Stability Scoring for Text Annotation with Large Language Models
di: Barrie, Christopher, et al.
Pubblicazione: (2024)

Evaluation is all you need. Prompting Generative Large Language Models for Annotation Tasks in the Social Sciences. A Primer using Open Models
di: Weber, Maximilian, et al.
Pubblicazione: (2023)

Structured Prompting and LLM Ensembling for Multimodal Conversational Aspect-based Sentiment Analysis
di: Gao, Zhiqiang, et al.
Pubblicazione: (2025)

LSA: Modeling Aspect Sentiment Coherency via Local Sentiment Aggregation
di: Yang, Heng, et al.
Pubblicazione: (2021)

QuadAI at SemEval-2026 Task 3: Ensemble Learning of Hybrid RoBERTa and LLMs for Dimensional Aspect-Based Sentiment Analysis
di: de Vink, A. J. W., et al.
Pubblicazione: (2026)