Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees
arXiv:2607.04430v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly deployed in question answering (QA) systems, yet they may generate hallucinated or misaligned responses wi