Rescaling Confidence: What Scale Design Reveals About LLM Metacognition

Yuyang Dai, Yuxia Wang

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-…