@article{positiononthemethodologicalpitfallsofeva, title = {Position: On the Methodological Pitfalls of Evaluating Base LLMs for Reasoning}, author = {Jason Chan and Zhixue Zhao and Robert Gaizauskas}, year = {2025}, eprint = {2511.10381}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.10381}, }