The main idea is to directly capture semantic relationships among words, slots and intents, which is conducted simultaneously at each word position in a collaborative manner.
we alternately perform information exchange among the task-specific features referred from memories, local context representations and global sequential information via the well-designed block, named CM-block, which consists of three computational components: • Deliberate Attention: Obtaining slotspecific and intent-specific representations from memories in a collaborative manner.