The Consistency Hypothesis in Uncertainty Quantification for Large Language Models

Quan Xiao, Debarun Bhattacharjya, Balaji Ganesan +5

Estimating the confidence of large language model (LLM) outputs is essential for real-world applications requiring high user trust. Black-box uncertainty quantification (UQ) method…