1 Introduction  
2 A Taxonomy for Correcting LLMs with Automated Feedback  
3 Training-Time Correction  
4 Generation-Time Correction  
5 Post-hoc Correction  
6 Applications  
7 Research Gaps and Future Directions  
8 Conclusion