2026
Probabilities Are All You Need: A Probability-Only Approach to Uncertainty Estimation in Large Language Models
AAAI 2026technical
Large Language Models (LLMs) exhibit strong performance across various natural language processing (NLP) tasks but remain vulnerable to hallucinations, generating factually incorrect or misleading outputs. Uncertainty estimation, often using predictive entropy estimation, is key to addressing this i