1 Introduction  
2 Background on Large Language Models  
3 Text-Centric Multimodal Sentiment Analysis Tasks  
4 Evaluations of LLMs-based Multimodal Sentiment Analysis Methods  
5 Applications of Text-Centric Multimodal Sentiment Analysis  
6 Conclusions  