@article{novanoiseawareverbalconfidencecalibratio, title = {NOVA: NOise-aware Verbal Confidence CAlibration for Robust Large Language Models in RAG Systems}, author = {Jiayu Liu and Rui Wang and Qing Zong and Yumeng Wang and Cheng Qian and Qingcheng Zeng and Tianshi Zheng and Haochen Shi and Dadi Guo and Baixuan Xu and Chunyang Li and Yangqiu Song}, year = {2026}, eprint = {2601.11004}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.11004}, }