Before revision:  However, current non-autoregressive models still fall behind their autoregressive counterparts in prediction accuracy.
After revision:  However, current non-autoregressive models with one-iteration generation achieve remarkable inference speed-up, they still fall behind their autoregressive counterparts in prediction accuracy.