[nmca]

Irrc we were using a Bayesian classification model on top of of fixed pretrained features from transfer, something along the lines of refitting a GP every time the number of classes changed. This was images as opposed to text, and after an epoch classification was ~ok but during training (eg the active bit) we didn't see much benefit.