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Transfer Calibrated Prediction Powered Inference

Vadlamani, Aditya T. et al.
arXiv (All) · Papers
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Prediction-powered inference (PPI) and its power-tuned extension (PPI++) improve confidence intervals by combining a small gold-standard labeled sample with a large AI model's predictions. Its efficiency gain relies on low residual variance, which may not hold if the predictor is pre-trained on a di
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