standard deviation) across different perturbations under dropout, the model is likely uncertain about it.
the uncertainty on prediction o t is calculated as: where W i is the parameters of the base semantic parser under the i-th dropout perturbation, and the uncertainty score is the standard deviation of the prediction probabilities over N random passes.