Before revision:  Compared to prior research, we have observed outstanding gains in precision after including training data pairs from more than a single interface type and other means of input preprocessing.
After revision:  Compared to prior research, we have observed outstanding gains in precision after training the regression model with data pairs from more than a single interface type and other means of input preprocessing.