Previous work proposed an end-to-end time-aware attention network to leverage both contextual and temporal information for spoken language understanding and achieved the significant improvement, showing that the temporal attention can guide the attention effectively .
the time-aware attention function is an inflexible hand-crafted setting, which is a fixed function of time for assessing the attention.