1 Introduction  
2 Background  
3 Critical Abilities of LLM for Agent-based Modeling and Simulation  
4 Challenges and Approaches of LLM Agent-based Modeling and Simulation  
5 Recent Advances of LLM Agent-based Modeling and Simulation  
6 Open Problems and Future Directions  
7 Conclusion