Out of the Black Box: Uncertainty Quantification for LLMs via Conditional Probabilities

Autoregressive LLMs generate text by sampling from estimated probability distributions over the next token, conditional on prior context. We use these probabilities to construct an entropy-based measure of prediction uncertainty, termed inner confidence. In news classification, LLM predictions with