1 Introduction  
2 Task Description  
3 Scope of this Survey  
4 Challenges of Dataset Annotation  
5 Relation Extraction Datasets  
6 Evaluation Metrics  
7 Relation Extraction Models  
8 Current State-of-the-art & Trends  
9 Future Research Directions  
10 Conclusion