1 Introduction  
2 Preliminaries of Generative IE  
3 LLMs for Different Information Extraction Tasks  
4 Techniques of LLMs for Generative IE  
5 Applications on Specific Domains  
6 Evaluation & Analysis  
7 Future Directions  
8 Benchmarks & Backbones  
9 Conclusion