Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation
Fuente:
arXiv
Saved in:
| Main Authors: | Shangguan, Haonan, Yang, Xiaocui, Feng, Shi, Wang, Daling, Zhang, Yifei, Yu, Ge |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Defending Large Language Models Against Jailbreak Attacks via In-Decoding Safety-Awareness Probing
by: Zhao, Yinzhi, et al.
Published: (2026)
by: Zhao, Yinzhi, et al.
Published: (2026)
Generative Emotion Cause Explanation in Multimodal Conversations
by: Wang, Lin, et al.
Published: (2024)
by: Wang, Lin, et al.
Published: (2024)
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering
by: Zhang, Xiaoming, et al.
Published: (2024)
by: Zhang, Xiaoming, et al.
Published: (2024)
Language Models as Continuous Self-Evolving Data Engineers
by: Wang, Peidong, et al.
Published: (2024)
by: Wang, Peidong, et al.
Published: (2024)
CIRAG: Construction-Integration Retrieval and Adaptive Generation for Multi-hop Question Answering
by: Wei, Zili, et al.
Published: (2026)
by: Wei, Zili, et al.
Published: (2026)
Reassessing the Role of Chain-of-Thought in Sentiment Analysis: Insights and Limitations
by: Zheng, Kaiyuan, et al.
Published: (2025)
by: Zheng, Kaiyuan, et al.
Published: (2025)
MTRouter: Cost-Aware Multi-Turn LLM Routing with History-Model Joint Embeddings
by: Zhang, Yiqun, et al.
Published: (2026)
by: Zhang, Yiqun, et al.
Published: (2026)
AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation
by: Wang, Ming, et al.
Published: (2025)
by: Wang, Ming, et al.
Published: (2025)
Tailored Teaching with Balanced Difficulty: Elevating Reasoning in Multimodal Chain-of-Thought via Prompt Curriculum
by: Yang, Xinglong, et al.
Published: (2025)
by: Yang, Xinglong, et al.
Published: (2025)
GRASP: Grounded CoT Reasoning with Dual-Stage Optimization for Multimodal Sarcasm Target Identification
by: Wan, Faxian, et al.
Published: (2026)
by: Wan, Faxian, et al.
Published: (2026)
GenPT: Beyond Self-Report for Reliable LLM Psychometrics via Generative Projective Testing
by: Wang, Ming, et al.
Published: (2026)
by: Wang, Ming, et al.
Published: (2026)
Implicit Sentiment Analysis Based on Chain of Thought Prompting
by: Duan, Zhihua, et al.
Published: (2024)
by: Duan, Zhihua, et al.
Published: (2024)
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026)
by: Chen, Qiguang, et al.
Published: (2026)
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning
by: Mondal, Debjyoti, et al.
Published: (2024)
by: Mondal, Debjyoti, et al.
Published: (2024)
Beyond Imitation: Learning Key Reasoning Steps from Dual Chain-of-Thoughts in Reasoning Distillation
by: Dai, Chengwei, et al.
Published: (2024)
by: Dai, Chengwei, et al.
Published: (2024)
Conversational Orientation Reasoning: Egocentric-to-Allocentric Navigation with Multimodal Chain-of-Thought
by: Huang, Yu Ti
Published: (2025)
by: Huang, Yu Ti
Published: (2025)
Markov Chain of Thought for Efficient Mathematical Reasoning
by: Yang, Wen, et al.
Published: (2024)
by: Yang, Wen, et al.
Published: (2024)
MoLAN: A Unified Modality-Aware Noise Dynamic Editing Framework for Multimodal Sentiment Analysis
by: Xu, Xingle, et al.
Published: (2025)
by: Xu, Xingle, et al.
Published: (2025)
STICKERCONV: Generating Multimodal Empathetic Responses from Scratch
by: Zhang, Yiqun, et al.
Published: (2024)
by: Zhang, Yiqun, et al.
Published: (2024)
To Reason or Not to: Selective Chain-of-Thought in Medical Question Answering
by: Zhan, Zaifu, et al.
Published: (2026)
by: Zhan, Zaifu, et al.
Published: (2026)
Multimodal Chain-of-Thought Reasoning in Language Models
by: Zhang, Zhuosheng, et al.
Published: (2023)
by: Zhang, Zhuosheng, et al.
Published: (2023)
ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning
by: Xiong, Xuan, et al.
Published: (2026)
by: Xiong, Xuan, et al.
Published: (2026)
RoCar: A Relationship Network-based Evaluation Method for Large Language Models
by: Wang, Ming, et al.
Published: (2023)
by: Wang, Ming, et al.
Published: (2023)
Joint Learning of Local and Global Features for Aspect-based Sentiment Classification
by: Niu, Hao, et al.
Published: (2023)
by: Niu, Hao, et al.
Published: (2023)
Learning to Maximize Mutual Information for Chain-of-Thought Distillation
by: Chen, Xin, et al.
Published: (2024)
by: Chen, Xin, et al.
Published: (2024)
DRT: Deep Reasoning Translation via Long Chain-of-Thought
by: Wang, Jiaan, et al.
Published: (2024)
by: Wang, Jiaan, et al.
Published: (2024)
Latent Chain-of-Thought for Visual Reasoning
by: Sun, Guohao, et al.
Published: (2025)
by: Sun, Guohao, et al.
Published: (2025)
Scalable Chain of Thoughts via Elastic Reasoning
by: Xu, Yuhui, et al.
Published: (2025)
by: Xu, Yuhui, et al.
Published: (2025)
FedCoT: Federated Chain-of-Thought Distillation for Large Language Models
by: Fan, Tao, et al.
Published: (2024)
by: Fan, Tao, et al.
Published: (2024)
Verifying Chain-of-Thought Reasoning via Its Computational Graph
by: Zhao, Zheng, et al.
Published: (2025)
by: Zhao, Zheng, et al.
Published: (2025)
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)
by: Ye, Jiacheng, et al.
Published: (2024)
Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
by: Yu, Sheldon, et al.
Published: (2025)
by: Yu, Sheldon, et al.
Published: (2025)
Enhancing Semantics in Multimodal Chain of Thought via Soft Negative Sampling
by: Zheng, Guangmin, et al.
Published: (2024)
by: Zheng, Guangmin, et al.
Published: (2024)
How does Chain of Thought Think? Mechanistic Interpretability of Chain-of-Thought Reasoning with Sparse Autoencoding
by: Chen, Xi, et al.
Published: (2025)
by: Chen, Xi, et al.
Published: (2025)
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought
by: Jiang, Zhuoxuan, et al.
Published: (2024)
by: Jiang, Zhuoxuan, et al.
Published: (2024)
MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning
by: Nguyen, Thang, et al.
Published: (2025)
by: Nguyen, Thang, et al.
Published: (2025)
SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment
by: Jeung, Wonje, et al.
Published: (2025)
by: Jeung, Wonje, et al.
Published: (2025)
Knowledge Distillation with Structured Chain-of-Thought for Text-to-SQL
by: Thaker, Khushboo, et al.
Published: (2025)
by: Thaker, Khushboo, et al.
Published: (2025)
GRACE: Discriminator-Guided Chain-of-Thought Reasoning
by: Khalifa, Muhammad, et al.
Published: (2023)
by: Khalifa, Muhammad, et al.
Published: (2023)
Fractured Chain-of-Thought Reasoning
by: Liao, Baohao, et al.
Published: (2025)
by: Liao, Baohao, et al.
Published: (2025)
Similar Items
-
Defending Large Language Models Against Jailbreak Attacks via In-Decoding Safety-Awareness Probing
by: Zhao, Yinzhi, et al.
Published: (2026) -
Generative Emotion Cause Explanation in Multimodal Conversations
by: Wang, Lin, et al.
Published: (2024) -
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering
by: Zhang, Xiaoming, et al.
Published: (2024) -
Language Models as Continuous Self-Evolving Data Engineers
by: Wang, Peidong, et al.
Published: (2024) -
CIRAG: Construction-Integration Retrieval and Adaptive Generation for Multi-hop Question Answering
by: Wei, Zili, et al.
Published: (2026)