1 Introduction  
2 Taxonomy and Roadmap  
3 Knowledge and Capability Evaluation  
4 Alignment Evaluation  
5 Safety Evaluation  
6 Specialized LLMs Evaluation  
7 Evaluation Organization  
8 Future Directions  
9 Conclusion