Joseph Hoche

Position: Semantic Uncertainty Measures Disagreement, Not Reliability

2026 · HAL (Le Centre pour la Communication Scientifique Directe)

<div> Large Language Models and their multi-modal variants see increasingly rapid adoption and deployment, including in settings where reliability matters. However their uncertainty remains difficult to assess as classic or early token-level approaches cannot deal …