Pinocchio: Fast Uncertainty Estimates for Black-Box Language Models
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 uncertainty estimation for LLMs require access to log-probabilities output by the model or require fine-tuning access. Ho...
K. D. Hayes, Arka Pal, Hao-Song Zhang et al.
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