Original:  Using our human-evaluation datasets, we show that existing metrics based on n-gram similarity  do not correlate with human judgments.
Revised:  Using our human-evaluation datasets, we show that existing metrics based on n-gram similarity metrics do not correlate with human judgments.
Edit intent: clarity