Measuring Mechanistic Uncertainty in Large Language Models via Causal Robustness.

arXiv:2610.22636v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used in critical domains, where their susceptibility to hallucinations makes reliable and interpretable uncertainty quantification essential. We introduce the conce