@article{learningtorefinehiddenstatesforreliablel, title = {Learning to Refine Hidden States for Reliable LLM Reasoning}, author = {Chia-Hsuan Hsu and Jui-Ming Yao}, year = {2026}, eprint = {2606.17524}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.17524}, }