@article{cheatingautomaticllmbenchmarksnullmodels, title = {Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates}, author = {Xiaosen Zheng and Tianyu Pang and Chao Du and Qian Liu and Jing Jiang and Min Lin}, year = {2024}, eprint = {2410.07137}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2410.07137v2}, }