The Alignment Paradox: How Post-Training Amplifies Confident Hallucinations in Language Models

Qingjia Huang, Yakai Li, Jianguo Wu +5

Large language models (LLMs) can produce factually incorrect answers with high confidence, undermining their reliability and limiting the effectiveness of uncertainty-based error d…