1 Introduction  
2 Techniques for Measuring Bias  
3 Debiasing Techniques  
4 Which Technique is Most Effective in Mitigating Bias?  
5 How Does Debiasing Impact Language Modeling?  
6 How Does Debiasing Impact Downstream Task Performance?  
7 Discussion and Limitations  
8 Conclusion