1 Introduction  
2 Methods for Factual Probing  
3 Datasets for Factual Probing  
4 Insights about Knowledge Retention and Prompt Optimization  
5 Obstacles to Adopting PLMs as KBs  
6 Related Work  
7 Discussion and Future Work