@article{cogmathassessingllmsauthenticmathematica, title = {CogMath: Assessing LLMs' Authentic Mathematical Ability from a Human Cognitive Perspective}, author = {Jiayu Liu and Zhenya Huang and Wei Dai and Cheng Cheng and Jinze Wu and Jing Sha and Song Li and Qi Liu and Shijin Wang and Enhong Chen}, year = {2025}, eprint = {2506.04481}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.04481v1}, }