@article{beneaththesurfacehowlargelanguagemodels, title = {Beneath the Surface: How Large Language Models Reflect Hidden Bias}, author = {Jinhao Pan and Chahat Raj and Ziyu Yao and Ziwei Zhu}, year = {2025}, eprint = {2502.19749}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.19749v1}, }