1. Introduction  

2. Background  

3. Taxonomy of Transformers in IDS  

4. LLM-based methods  

5. Environments and applications for Transformers- and LLM-based IDS  

6. Real-world case studies of Transformers and LLM-based IDS  

7. Research challenges and future directions  

8. Conclusion