The objective functions for slot filling and intent prediction are: hence, the final objective function to minimize is, The model prediction is not deterministic since the latent variables z S t and z I are sampled from the Gaussian distributions.
in the inference time, we use the true mean µ S t and µ I to replace z S t and z I respectively to make the prediction deterministic.