@article{llmconfidencererankeratrainingfreeapproa, title = {LLM-Confidence Reranker: A Training-Free Approach for Enhancing Retrieval-Augmented Generation Systems}, author = {Zhipeng Song and Xiangyu Kong and Xinrui Bao and Yizhi Zhou and Jiulong Jiao and Sitong Liu and Yuhang Zhou and Heng Qi}, year = {2026}, eprint = {2602.13571}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.13571}, }