@article{predictiveauditingofhiddentokensinllmapi, title = {Predictive Auditing of Hidden Tokens in LLM APIs via Reasoning Length Estimation}, author = {Ziyao Wang and Guoheng Sun and Yexiao He and Zheyu Shen and Bowei Tian and Ang Li}, year = {2025}, eprint = {2508.00912}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.00912}, }