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ented LU problem to human-to-human (H2H) conversations, focusing on the slot tagging task. demo slot megaways Recent advances on LU in H2M con-versations have shown accuracy improvements by adding encoded knowledge from different sources Inspired by this, we explore sev-eral variants of a bidirectional LSTM architec-ture that relies on different knowledge sources,