@article{unbiasedvisualreasoningwithcontrolledvis, title = {Unbiased Visual Reasoning with Controlled Visual Inputs}, author = {Zhaonan Li and Shijie Lu and Fei Wang and Jacob Dineen and Xiao Ye and Zhikun Xu and Siyi Liu and Young Min Cho and Bangzheng Li and Daniel Chang and Kenny Nguyen and Qizheng Yang and Muhao Chen and Ben Zhou}, year = {2025}, eprint = {2512.22183}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.22183}, }