Annotation-Efficient Universal Honesty Alignment

Shiyu Ni, Keping Bi, Jiafeng Guo +4

Honesty alignment-the ability of large language models (LLMs) to recognize their knowledge boundaries and express calibrated confidence-is essential for trustworthy deployment. Exi…