@article{languagemodelsthatwalkthetalka, title = {Language Models That Walk the Talk: A Framework for Formal Fairness Certificates}, author = {Danqing Chen and Tobias Ladner and Ahmed Rayen Mhadhbi and Matthias Althoff}, year = {2025}, eprint = {2505.12767}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.12767v1}, }