1 Introduction  
2 Retrieval-Augmented Paradigm  
2.1 Formulation  
2.2 Retrieval Sources  
2.3 Retrieval Metrics  
2.4 Integration  
3 Dialogue Response Generation  
4 Machine Translation  
5 Other Tasks  
6 Future Directions  
7 Conclusion