Considering that the semantic labels may provide rich cues, the middle supervision signal is utilized as intermediate guidance for the sentence encoding module in order to guide them to project from input utterances to a more meaningful feature space.
for each utterance, we compute the cross entropy loss between the encoder outputs and corresponding intent-attributes shown in Figure 2.