Cover Image

MSE-Adapter: A Lightweight Plugin Endowing LLMs with the Capability to Perform Multimodal Sentiment Analysis and Emotion Recognition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Yang, Dong, Xunde, Qiang, Yupeng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion Recognition
by: Guo, Zirun, et al.
Published: (2024)

Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models
by: Xie, Guangyu, et al.
Published: (2025)

ERIT Lightweight Multimodal Dataset for Elderly Emotion Recognition and Multimodal Fusion Evaluation
by: Frieske, Rita, et al.
Published: (2024)

Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition
by: Li, Jiang, et al.
Published: (2024)

A Unified Framework for Emotion Recognition and Sentiment Analysis via Expert-Guided Multimodal Fusion with Large Language Models
by: Qiao, Jiaqi, et al.
Published: (2026)

Emotion-Enhanced Multi-Task Learning with LLMs for Aspect Category Sentiment Analysis
by: Chai, Yaping, et al.
Published: (2025)

Format-Adapter: Improving Reasoning Capability of LLMs by Adapting Suitable Format
by: Wang, Dingzirui, et al.
Published: (2025)

From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMs
by: Niu, Minxue, et al.
Published: (2024)

CIBench: Evaluating Your LLMs with a Code Interpreter Plugin
by: Zhang, Chuyu, et al.
Published: (2024)

Re-Parameterization of Lightweight Transformer for On-Device Speech Emotion Recognition
by: Zhang, Zixing, et al.
Published: (2024)

Towards Multimodal Sentiment Analysis Debiasing via Bias Purification
by: Yang, Dingkang, et al.
Published: (2024)

Can GNN be Good Adapter for LLMs?
by: Huang, Xuanwen, et al.
Published: (2024)

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

Cooperative Sentiment Agents for Multimodal Sentiment Analysis
by: Wang, Shanmin, et al.
Published: (2024)

Rethinking Multimodal Sentiment Analysis: A High-Accuracy, Simplified Fusion Architecture
by: Mandal, Nischal, et al.
Published: (2025)

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

Capabilities of GPT-5 on Multimodal Medical Reasoning
by: Wang, Shansong, et al.
Published: (2025)

SentiMM: A Multimodal Multi-Agent Framework for Sentiment Analysis in Social Media
by: Xu, Xilai, et al.
Published: (2025)

Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects
by: Wu, Chengyan, et al.
Published: (2025)

DyFuLM: An Advanced Multimodal Framework for Sentiment Analysis
by: Zhou, Ruohan, et al.
Published: (2025)

Benchmarking Multimodal LLMs on Recognition and Understanding over Chemical Tables
by: Zhou, Yitong, et al.
Published: (2025)

EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding
by: Li, Ao, et al.
Published: (2024)

SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities
by: Chen, Boyuan, et al.
Published: (2024)

DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis
by: Wang, Pan, et al.
Published: (2024)

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

UniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion Cause
by: Hu, Guimin, et al.
Published: (2024)

Beyond Words: Enhancing Desire, Emotion, and Sentiment Recognition with Non-Verbal Cues
by: Chen, Wei, et al.
Published: (2025)

Robust Multimodal Sentiment Analysis of Image-Text Pairs by Distribution-Based Feature Recovery and Fusion
by: Wu, Daiqing, et al.
Published: (2025)

TCAN: Text-oriented Cross Attention Network for Multimodal Sentiment Analysis
by: Quan, Weize, et al.
Published: (2024)

Contrastive Distillation of Emotion Knowledge from LLMs for Zero-Shot Emotion Recognition
by: Niu, Minxue, et al.
Published: (2025)

Understanding Environmental Posts: Sentiment and Emotion Analysis of Social Media Data
by: Amangeldi, Daniyar, et al.
Published: (2023)

Multimodal Sentiment Analysis Based on Causal Reasoning
by: Chen, Fuhai, et al.
Published: (2024)

Multimodal Large Language Models Meet Multimodal Emotion Recognition and Reasoning: A Survey
by: Shou, Yuntao, et al.
Published: (2025)

Multimodal Sentiment Analysis Based on BERT and ResNet
by: Ren, JiaLe
Published: (2024)

Analysis of Indic Language Capabilities in LLMs
by: Vaidya, Aatman, et al.
Published: (2025)

Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning
by: Li, Mingcheng, et al.
Published: (2024)

Latent Distribution Decoupling: A Probabilistic Framework for Uncertainty-Aware Multimodal Emotion Recognition
by: Huang, Jingwang, et al.
Published: (2025)

OmniVox: Zero-Shot Emotion Recognition with Omni-LLMs
by: Murzaku, John, et al.
Published: (2025)

Akan Cinematic Emotions (ACE): A Multimodal Multi-party Dataset for Emotion Recognition in Movie Dialogues
by: Sasu, David, et al.
Published: (2025)

Evaluating LLMs' Multilingual Capabilities for Bengali: Benchmark Creation and Performance Analysis
by: Bhowmik, Shimanto, et al.
Published: (2025)