@article{marginadaptiveconfidencerankingforreliab, title = {Margin-Adaptive Confidence Ranking for Reliable LLM Judgement}, author = {Gaojie Jin and Yong Tao and Lijia Yu and Tianjin Huang}, year = {2026}, eprint = {2605.15416}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.15416}, }