Dialogue state tracking is the task, in a task-oriented dialogue system, of maintaining the current state of the frame—the fillers of each slot—together with the user's most recent dialogue act. The tracked state includes more than the slot-fillers expressed in the current sentence: it summarizes all of the user's constraints accumulated across the conversation up to this point.