Toward a Graded Measure of Belief Stability in Large Language Models.

arXiv:2609.34158v1 Announce Type: cross Abstract: Large language models (LLMs) increasingly mediate how people access and reason with information, yet factual reliability is usually evaluated one judgment at a time. We introduce graded belief stability, a rela