Annotation-Efficient Honesty Alignment via Confidence Elicitation and Calibration - Ni, Shiyu; Bi, Keping; Guo, Jiafeng; Tang, Minghao; wu, Jingtong; Han, Zengxin; Cheng, Xueqi (International Conference on Learning Representations, 2026)