1. Introduction  
2. Supervised Approaches  
3. Joint Extraction of Entities and Relations  
4. Semi-supervised Approaches  
5. Unsupervised Relation Extraction  
6. Open Information Extraction  
7. Distant Supervision  
8. Recent Advances in Relation Extraction  
9. Conclusion and Future Research Directions  