Before revision:  Moreover, we design a hierarchical model  H-VILA that encodes these layout structures and record a up-to 70\% efficiency boost without hurting prediction accuracy.
After revision:  Moreover, we design a hierarchical model H-VILA , that encodes the text based on layout structures and record a up-to 70\% efficiency boost without hurting prediction accuracy.