OpenEthics: A Comprehensive Ethical Evaluation of Open-Source Generative Large Language Models

4 ethical dimensions: Robustness, Reliability, Safety, and Fairness

2 languages: English and Turkish

29 open-source LLMs including Llama, Qwen, DeepSeek, Gemma, Phi, Aya

Citation:

@misc{çetin2025openethicscomprehensiveethicalevaluation,
title={OpenEthics: A Comprehensive Ethical Evaluation of Open-Source Generative Large Language Models},
author={Burak Erinç Çetin and Yıldırım Özen and Elif Naz Demiryılmaz and Kaan Engür and Cagri Toraman},
year={2025},
eprint={2505.16036},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2505.16036},
}