Cover Image

Explainable Multimodal Aspect-Based Sentiment Analysis with Dependency-guided Large Language Model

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Zhongzheng, Tian, Yuanhe, Wang, Hongzhi, Song, Yan
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Balanced Training Data Augmentation for Aspect-Based Sentiment Analysis
by: Liu, Junjie, et al.
Published: (2025)

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

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

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

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

Utilizing Large Language Models for Event Deconstruction to Enhance Multimodal Aspect-Based Sentiment Analysis
by: Huang, Xiaoyong, et al.
Published: (2024)

Multimodal Conditioned Diffusive Time Series Forecasting
by: Su, Chen, et al.
Published: (2025)

Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis
by: Liu, Hao, et al.
Published: (2025)

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

FinXABSA: Explainable Finance through Aspect-Based Sentiment Analysis
by: Ong, Keane, et al.
Published: (2023)

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model
by: Tian, Yuanhe, et al.
Published: (2025)

SliceWorld: A Predictive and Controllable World-State Model for CT Report Generation
by: Tian, Yuanhe, et al.
Published: (2026)

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

Fusing Large Language Models with Temporal Transformers for Time Series Forecasting
by: Su, Chen, et al.
Published: (2025)

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

Text Reinforcement for Multimodal Time Series Forecasting
by: Su, Chen, et al.
Published: (2025)

ChiMed 2.0: Advancing Chinese Medical Dataset in Facilitating Large Language Modeling
by: Tian, Yuanhe, et al.
Published: (2025)

Frustratingly Easy Task-aware Pruning for Large Language Models
by: Tian, Yuanhe, et al.
Published: (2025)

Exploring Cognitive and Aesthetic Causality for Multimodal Aspect-Based Sentiment Analysis
by: Xiao, Luwei, et al.
Published: (2025)

Large Language Models Meet Text-Centric Multimodal Sentiment Analysis: A Survey
by: Yang, Hao, et al.
Published: (2024)

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

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

ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human Preferences
by: Tian, Yuanhe, et al.
Published: (2023)

LLaMA-Based Models for Aspect-Based Sentiment Analysis
by: Šmíd, Jakub, et al.
Published: (2025)

Exploring Large Language Models for Multimodal Sentiment Analysis: Challenges, Benchmarks, and Future Directions
by: Song, Shezheng
Published: (2024)

OATS: Opinion Aspect Target Sentiment Quadruple Extraction Dataset for Aspect-Based Sentiment Analysis
by: Chebolu, Siva Uday Sampreeth, et al.
Published: (2023)

Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
by: Cao, Jun, et al.
Published: (2025)

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

GateMABSA: Aspect-Image Gated Fusion for Multimodal Aspect-based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2025)

HART: Data-Driven Hallucination Attribution and Evidence-Based Tracing for Large Language Models
by: Liang, Shize, et al.
Published: (2026)

Neural Probe-Based Hallucination Detection for Large Language Models
by: Liang, Shize, et al.
Published: (2025)

AdaptiSent: Context-Aware Adaptive Attention for Multimodal Aspect-Based Sentiment Analysis
by: Rafiuddin, S M, et al.
Published: (2025)

Learning Shared Sentiment Prototypes for Adaptive Multimodal Sentiment Analysis
by: Su, Chen, et al.
Published: (2026)

Enhancing Long-Range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-Based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2024)

Fine-grained Verbal Attack Detection via a Hierarchical Divide-and-Conquer Framework
by: Zheng, Quan, et al.
Published: (2026)

Chain-of-thought Reviewing and Correction for Time Series Question Answering
by: Su, Chen, et al.
Published: (2025)

Learning Intrinsic Dimension via Information Bottleneck for Explainable Aspect-based Sentiment Analysis
by: Cheng, Zhenxiao, et al.
Published: (2024)

Data Uncertainty-Aware Learning for Multimodal Aspect-based Sentiment Analysis
by: Yang, Hao, et al.
Published: (2024)

Large-Scale Aspect-Based Sentiment Analysis with Reasoning-Infused LLMs
by: Liskowski, Paweł, et al.
Published: (2026)

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