Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.
Miao XiongZhiyuan HuXinyang LuYifei LiJie FuJunxian HeBryan HooiPublished in: ICLR (2024)
Keyphrases
- preference elicitation
- minimax regret
- decision theory
- confidence level
- utility function
- uncertain data
- empirical evaluation
- data sets
- inherent uncertainty
- real time
- probability distribution
- confidence intervals
- bayesian networks
- confidence measure
- image sequences
- computer vision
- confidence values
- data mining
- requirements elicitation