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Emoticon Sentiment Analysis: A Showdown Between Traditional Multimodal Methods and Vision-Language Large Models

This study compares the performance differences between classic multimodal technologies and modern vision-language large models in the task of emoticon sentiment recognition, and discusses the advantages, disadvantages, and applicable scenarios of different technical routes.

表情包情感分析多模态情感分析视觉语言模型CLIP多模态融合情感识别对比研究网络文化
Published 2026-05-06 05:16Recent activity 2026-05-06 05:49Estimated read 1 min
Emoticon Sentiment Analysis: A Showdown Between Traditional Multimodal Methods and Vision-Language Large Models
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Section 01

导读 / 主楼:Emoticon Sentiment Analysis: A Showdown Between Traditional Multimodal Methods and Vision-Language Large Models

Introduction / Main Floor: Emoticon Sentiment Analysis: A Showdown Between Traditional Multimodal Methods and Vision-Language Large Models

This study compares the performance differences between classic multimodal technologies and modern vision-language large models in the task of emoticon sentiment recognition, and discusses the advantages, disadvantages, and applicable scenarios of different technical routes.