arXiv cs.CL
· Papers
Epistemic Familiarity is Associated With Belief Stability in Large Language Models
arXiv:2511.19166v4 Announce Type: replace Abstract: Large language models (LLMs) are widely used as information sources, yet small changes in semantic assumptions can destabilize their beliefs. We introduce P-StaT (Perturbation Stability of Truth), a framework for evaluating belief stability under matched semantic pert