# A large-scale empirical study of commit message generation: models, datasets and evaluation

> Research article (Empirical Software Engineering, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4307572122](https://www.wikidata.org/wiki/openalex:W4307572122)  
**Source**: https://4ort.xyz/entity/a-large-scale-empirical-study-of-commit-message-generation-models-datasets-and-evaluation