Structured Prompting and LLM Ensembling for Multimodal Conversational Aspect-based Sentiment Analysis
Fuente:
arXiv
Saved in:
| Main Authors: | Gao, Zhiqiang, Gao, Shihao, Zhang, Zixing, Guo, Yihao, Chen, Hongyu, Han, Jing |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Pioneering Multimodal Emotion Recognition in the Era of Large Models: From Closed Sets to Open Vocabularies
by: Han, Jing, et al.
Published: (2025)
by: Han, Jing, et al.
Published: (2025)
Data Uncertainty-Aware Learning for Multimodal Aspect-based Sentiment Analysis
by: Yang, Hao, et al.
Published: (2024)
by: Yang, Hao, et al.
Published: (2024)
GateMABSA: Aspect-Image Gated Fusion for Multimodal Aspect-based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2025)
by: Lawan, Adamu, et al.
Published: (2025)
Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
by: Cao, Jun, et al.
Published: (2025)
by: Cao, Jun, et al.
Published: (2025)
PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
by: Luo, Meng, et al.
Published: (2024)
by: Luo, Meng, et al.
Published: (2024)
DEBATE: A Dataset for Disentangling Textual Ambiguity in Mandarin Through Speech
by: Guo, Haotian, et al.
Published: (2025)
by: Guo, Haotian, et al.
Published: (2025)
Utilizing Large Language Models for Event Deconstruction to Enhance Multimodal Aspect-Based Sentiment Analysis
by: Huang, Xiaoyong, et al.
Published: (2024)
by: Huang, Xiaoyong, et al.
Published: (2024)
PGSO: Prompt-based Generative Sequence Optimization Network for Aspect-based Sentiment Analysis
by: Dong, Hao, et al.
Published: (2024)
by: Dong, Hao, et al.
Published: (2024)
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis
by: Liu, Hao, et al.
Published: (2025)
by: Liu, Hao, et al.
Published: (2025)
BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction
by: Bai, Yinhao, et al.
Published: (2024)
by: Bai, Yinhao, et al.
Published: (2024)
Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification
by: Li, Shichen, et al.
Published: (2025)
by: Li, Shichen, et al.
Published: (2025)
Triple GNNs: Introducing Syntactic and Semantic Information for Conversational Aspect-Based Quadruple Sentiment Analysis
by: Li, Binbin, et al.
Published: (2024)
by: Li, Binbin, et al.
Published: (2024)
Exploring Cognitive and Aesthetic Causality for Multimodal Aspect-Based Sentiment Analysis
by: Xiao, Luwei, et al.
Published: (2025)
by: Xiao, Luwei, et al.
Published: (2025)
DualKanbaFormer: An Efficient Selective Sparse Framework for Multimodal Aspect-based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2024)
by: Lawan, Adamu, et al.
Published: (2024)
Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion Recognition
by: Guo, Zirun, et al.
Published: (2024)
by: Guo, Zirun, et al.
Published: (2024)
Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis
by: Zheng, Guangmin, et al.
Published: (2024)
by: Zheng, Guangmin, et al.
Published: (2024)
S$^2$GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment Analysis
by: Chen, Bingfeng, et al.
Published: (2024)
by: Chen, Bingfeng, et al.
Published: (2024)
Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis
by: Ding, Xuanwen, et al.
Published: (2024)
by: Ding, Xuanwen, et al.
Published: (2024)
OATS: Opinion Aspect Target Sentiment Quadruple Extraction Dataset for Aspect-Based Sentiment Analysis
by: Chebolu, Siva Uday Sampreeth, et al.
Published: (2023)
by: Chebolu, Siva Uday Sampreeth, et al.
Published: (2023)
Prompting Is All You Need: Multi-view Prompting Large Language Models for Aspect-Based Sentiment Analysis
by: Hellwig, Nils Constantin, et al.
Published: (2026)
by: Hellwig, Nils Constantin, et al.
Published: (2026)
Advancing Aspect-Based Sentiment Analysis through Deep Learning Models
by: Li, Chen, et al.
Published: (2024)
by: Li, Chen, et al.
Published: (2024)
AF-MAT: Aspect-aware Flip-and-Fuse xLSTM for Aspect-based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2025)
by: Lawan, Adamu, et al.
Published: (2025)
AdaptiSent: Context-Aware Adaptive Attention for Multimodal Aspect-Based Sentiment Analysis
by: Rafiuddin, S M, et al.
Published: (2025)
by: Rafiuddin, S M, et al.
Published: (2025)
Explainable Multimodal Aspect-Based Sentiment Analysis with Dependency-guided Large Language Model
by: Wang, Zhongzheng, et al.
Published: (2026)
by: Wang, Zhongzheng, et al.
Published: (2026)
Learning Intrinsic Dimension via Information Bottleneck for Explainable Aspect-based Sentiment Analysis
by: Cheng, Zhenxiao, et al.
Published: (2024)
by: Cheng, Zhenxiao, et al.
Published: (2024)
LACA: Improving Cross-lingual Aspect-Based Sentiment Analysis with LLM Data Augmentation
by: Šmíd, Jakub, et al.
Published: (2025)
by: Šmíd, Jakub, et al.
Published: (2025)
Label-Consistent Data Generation for Aspect-Based Sentiment Analysis Using LLM Agents
by: Monfared, Mohammad H. A., et al.
Published: (2026)
by: Monfared, Mohammad H. A., et al.
Published: (2026)
Extending Czech Aspect-Based Sentiment Analysis with Opinion Terms: Dataset and LLM Benchmarks
by: Šmíd, Jakub, et al.
Published: (2026)
by: Šmíd, Jakub, et al.
Published: (2026)
M-ABSA: A Multilingual Dataset for Aspect-Based Sentiment Analysis
by: Wu, Chengyan, et al.
Published: (2025)
by: Wu, Chengyan, et al.
Published: (2025)
GHI: Graphormer over Conditioned Hypergraph Incidence for Aspect-Based Sentiment Analysis
by: Du, Yu, et al.
Published: (2026)
by: Du, Yu, et al.
Published: (2026)
Exploring ChatGPT-based Augmentation Strategies for Contrastive Aspect-based Sentiment Analysis
by: Xu, Lingling, et al.
Published: (2024)
by: Xu, Lingling, et al.
Published: (2024)
Uncertainty-Aware Collaborative System of Large and Small Models for Multimodal Sentiment Analysis
by: Han, Shiqin, et al.
Published: (2025)
by: Han, Shiqin, et al.
Published: (2025)
DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference
by: Wu, Jialong, et al.
Published: (2024)
by: Wu, Jialong, et al.
Published: (2024)
Iterative Data Generation with Large Language Models for Aspect-based Sentiment Analysis
by: Zhong, Qihuang, et al.
Published: (2024)
by: Zhong, Qihuang, et al.
Published: (2024)
Knowledge Graph Enhanced Aspect-Level Sentiment Analysis
by: Sharma, Kavita, et al.
Published: (2023)
by: Sharma, Kavita, et al.
Published: (2023)
LLM-Augmented Therapy Normalization and Aspect-Based Sentiment Analysis for Treatment-Resistant Depression on Reddit
by: Zhu, Yuxin, et al.
Published: (2026)
by: Zhu, Yuxin, et al.
Published: (2026)
Enhancing Aspect-based Sentiment Analysis with ParsBERT in Persian Language
by: Ariai, Farid, et al.
Published: (2025)
by: Ariai, Farid, et al.
Published: (2025)
Causal Prompting for Implicit Sentiment Analysis with Large Language Models
by: Ren, Jing, et al.
Published: (2025)
by: Ren, Jing, et al.
Published: (2025)
E2TP: Element to Tuple Prompting Improves Aspect Sentiment Tuple Prediction
by: Mohammadkhani, Mohammad Ghiasvand, et al.
Published: (2024)
by: Mohammadkhani, Mohammad Ghiasvand, et al.
Published: (2024)
Multi-domain Multilingual Sentiment Analysis in Industry: Predicting Aspect-based Opinion Quadruples
by: White, Benjamin, et al.
Published: (2025)
by: White, Benjamin, et al.
Published: (2025)
Similar Items
-
Pioneering Multimodal Emotion Recognition in the Era of Large Models: From Closed Sets to Open Vocabularies
by: Han, Jing, et al.
Published: (2025) -
Data Uncertainty-Aware Learning for Multimodal Aspect-based Sentiment Analysis
by: Yang, Hao, et al.
Published: (2024) -
GateMABSA: Aspect-Image Gated Fusion for Multimodal Aspect-based Sentiment Analysis
by: Lawan, Adamu, et al.
Published: (2025) -
Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
by: Cao, Jun, et al.
Published: (2025) -
PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
by: Luo, Meng, et al.
Published: (2024)