Beyond Calibration: Temporal LLM Confidence Assessment Across Languages and Local Settings.

arXiv:2610.27702v1 Announce Type: cross Abstract: Large language models are expected to estimate their own uncertainty, with confidence signals used to guide retrieval, adaptive compute allocation, routing, and selective abstention. We investigate whether conf