Before revision:  We parameterize a dialog system using a Transformer-based auto-regressive language model, which subsumes different dialog modules (e.g., state tracker, dialog policy, response generator) into a single neural model.
After revision:  We parameterize a dialog system using a Transformer-based auto-regressive language model, which subsumes different dialog modules into a single neural model.