# Human versus machine: investigating L2 learner output in face-to-face versus fully automated role-plays

> Research article (Computer Assisted Language Learning, 2022) · cited 38× · AI/ML

**Wikidata**: [openalex:W4212965206](https://www.wikidata.org/wiki/openalex:W4212965206)  
**Source**: https://4ort.xyz/entity/human-versus-machine-investigating-l2-learner-output-in-face-to-face-versus-fully-automated-role-plays