Beyond 0-100: How Confidence Scale Design Shapes Verbalized Confidence and LLM Metacognition.

arXiv:2603.09309v4 Announce Type: replace Abstract: Verbalized confidence, in which LLMs report a numerical certainty score, is widely used to estimate uncertainty in black-box settings, yet the confidence scale itself (typically 0--100) is rarely examined. We