arxivstat.MEcs.CLmath.STstat.ML2026-07-20
Calibrating Semantic Uncertainty from Observable Language-Model Probabilities
Language models produce probabilities over words, but professional decisions require uncertainty over meaningful states such as diagnoses, hypotheses or operational conditions. A model's printed numerical confidence does not establish reliability. We introduce a semantic map: a p…