@article{250606975, title = {Auditing Black-Box LLM APIs with a Rank-Based Uniformity Test}, author = {Xiaoyuan Zhu and Yaowen Ye and Tianyi Qiu and Hanlin Zhu and Sijun Tan and Ajraf Mannan and Jonathan Michala and Raluca Ada Popa and Willie Neiswanger}, year = {2025}, eprint = {2506.06975}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.06975v3}, }