# An empirical study of text-based machine learning models for vulnerability detection

> Research article (Empirical Software Engineering, 2023) · cited 34× · AI/ML

**Wikidata**: [openalex:W4319083508](https://www.wikidata.org/wiki/openalex:W4319083508)  
**Source**: https://4ort.xyz/entity/an-empirical-study-of-text-based-machine-learning-models-for-vulnerability-detection