Multicalibration of a classifier suffices for unbiased prevalence estimation under covariate shift, while standard calibration and quantification methods do not.
Just Ask for Calibration: Strategies 7 for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback
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Unbiased Prevalence Estimation with Multicalibrated LLMs
Multicalibration of a classifier suffices for unbiased prevalence estimation under covariate shift, while standard calibration and quantification methods do not.