Before revision:  We identify two calibration techniques that are both theoretically sound and perform much better on the test datasets  .
After revision:  We identify two calibration techniques that are both theoretically sound and perform much better on the test datasets . Keywords: Probability of default, calibration, likelihood ratio, Bayes' formula, rating profile, binary classification .