Instead of making a prediction based on the comparison result of a single alignment process, a stacked model with multiple alignment layers maintains its intermediate states and gradually refines its predictions.
the results of the second baseline show that vanilla residual connections without direct access to the original pointwise features are not enough to model the relations in many text matching tasks.