1 INTRODUCTION

2 MOTIVATIONS FOR INTERPRETABILITY

3 MOTIVATING EXAMPLE

4 MEASURES OF INTERPRETABILITY

5 METHODS OF INTERPRETABILITY

6 INPUT FEATURES

7 ADVERSARIAL EXAMPLES

8 SIMILAR EXAMPLES

9 COUNTERFACTUALS

10 NATURAL LANGUAGE

11 CONCEPTS

12 VOCABULARY

13 ENSEMBLE

14 LINGUISTIC INFORMATION

15 RULES

16 LIMITATIONS

17 FINDINGS

18 FUTURE DIRECTIONS AND CHALLENGES

19 CONCLUSION