1. Introduction
2. Related Surveys
3. Task-Oriented Dialog Systems, Intent Classification, and Slot-Filling
4. Common Evaluation Metrics
5. Joint Intent Classification and Slot-Filling Datasets
6. Intent Classification Datasets
7. Slot-Filling Datasets
8. Other Datasets
9. Discussion and Future Directions
10. Conclusion