1 Introduction  
2 Understanding Bias  
3 Categories of Work on Bias in LMs  
3.1 Types of Bias  
3.2 Quantifying Bias  
3.3 Debiasing  
4 Limitations of Current Approaches  
5 Checklist  
6 Future Directions  
7 Conclusion