ASE 2026
All or Nothing: How Library Type Annotations Affect Client-Side Errors in Python
Asare, E.; Di Grazia, L.; Nadi, S.
A large-scale study of Python projects found that third-party libraries are a major source of type errors, and that the full benefits of static typing are only achieved when widely used libraries have near-complete type annotations.



