Unbiased Prevalence Estimation with Multicalibrated LLMs

Fridolin Linder, Thomas Leeper, Daniel Haimovich +3

Estimating the prevalence of a category in a population using imperfect measurement devices (diagnostic tests, classifiers, or large language models) is fundamental to science, pub…