1 Introduction  
2 Taxonomy  
3 Prompting Model in Multimodal-to-Text Generation  
4 Prompting Model in Image-Text Matching  
5 Prompting Model in Text-Image Generation  
6 Prompting VLM vs. Uni-Modal Models  
7 Challenges and Opportunities  
8 Conclusion  