@article{siliconbureaucracyandaitestorientededuca, title = {Silicon Bureaucracy and AI Test-Oriented Education: Contamination Sensitivity and Score Confidence in LLM Benchmarks}, author = {Yiliang Song and Hongjun An and Jiangan Chen and Xuanchen Yan and Huan Song and Jiawei Shao and Xuelong Li}, year = {2026}, eprint = {2603.21636}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.21636}, }