@article{generativeadversarialreasonerenhancingll, title = {Generative Adversarial Reasoner: Enhancing LLM Reasoning with Adversarial Reinforcement Learning}, author = {Qihao Liu and Luoxin Ye and Wufei Ma and Yu-Cheng Chou and Alan Yuille}, year = {2025}, eprint = {2512.16917}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.16917}, }