@article{overestimationinllmevaluationacontrolled, title = {Overestimation in LLM Evaluation: A Controlled Large-Scale Study on Data Contamination's Impact on Machine Translation}, author = {Muhammed Yusuf Kocyigit and Eleftheria Briakou and Daniel Deutsch and Jiaming Luo and Colin Cherry and Markus Freitag}, year = {2025}, eprint = {2501.18771}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.18771v1}, }