examples we were able to obtain very good error rates on the test set many other tasks also intrinsically require that we use multimodal outputs rather than mapping one input to a single output there are many possible outputs and the model needs to capture all of them and finally there are several tasks that just plain require realistic generation of images or audio waveforms as the actual specification of the task itself and these clearly require generative modeling intrinsically one example of a task that requires