Ni, Shiyu

2 publications

ICLR 2026 Annotation-Efficient Honesty Alignment via Confidence Elicitation and Calibration Shiyu Ni, Keping Bi, Jiafeng Guo, Minghao Tang, Jingtong Wu, Zengxin Han, Xueqi Cheng

ICLR 2025 Is Factuality Enhancement a Free Lunch for LLMs? Better Factuality Can Lead to Worse Context-Faithfulness Baolong Bi, Shenghua Liu, Yiwei Wang, Lingrui Mei, Junfeng Fang, Hongcheng Gao, Shiyu Ni, Xueqi Cheng