1 Introduction  
2 Preliminaries  
2.1 MLLM Architecture  
2.2 MLLM Training  
3 Perception and Understanding  
4 Cognition and Reasoning  
5 Specific Domains  
6 Key Capabilities  
7 Other Modalities  
8 Conclusion