Second, we provide an extensive analysis of the state-of-the-art model for the NLI task and show that our methods reveal interesting insights not available from traditional methods of inspecting attention and word saliency. 
 Question: Did they use the state-of-the-art model to analyze the attention?
we provide an extensive analysis of the state-of-the-art model