Before revision:  Experimental results in both cases show that our approach can produce significantly better responses than the state-of-the-art baselines .
After revision:  Experimental results in both cases show that our approach can produce significantly better responses than the state-of-the-art models by leveraging the labeled texts, and it also obtains larger improvement in performance comparing to the previous methods to leverage text data .