Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees

Sijin Dong, Hiroyuki Shinnou

Large language models (LLMs) are increasingly deployed in question answering (QA) systems, yet they may generate hallucinated or misaligned responses without reliable confidence es…