Pinocchio: Fast Uncertainty Estimates for Black-Box Language Models.

arXiv:2609.24881v2 Announce Type: replace Abstract: In high-stakes decision-making applications of large language models (LLMs), practitioners require not only accurate LLMs but also uncertainty estimates for their predictions. Existing approaches to uncertain