@article{selfevaluationisalreadythereelicitinglat, title = {Self-Evaluation Is Already There: Eliciting Latent Judge Calibration in Base LLMs with Minimal Data}, author = {XiuYu Zhang and Yi Shan and Junfeng Fang and Zhenkai Liang}, year = {2026}, eprint = {2606.05122}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.05122}, }