1 Introduction  
2 Related Work  
3 Preliminary  
4 What is Task Instruction?—A Unified Perspective from Indirect Supervision  
5 How to Model Instructions?  
6 Instruction Following Dataset and Evaluation  
7 Factors that Influence Instruction Following Performance  
8 Challenges and Future Directions  
9 Instruction-related Applications  
10 Conclusion  