# The evolution of type annotations in python: an empirical study

> Research article (Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2022) · cited 24× · AI/ML

**Wikidata**: [openalex:W4308643048](https://www.wikidata.org/wiki/openalex:W4308643048)  
**Source**: https://4ort.xyz/entity/the-evolution-of-type-annotations-in-python-an-empirical-study