Despite the abundance of multi-modal data, such as image-text pairs, there has been little effort in understanding individual entities and their different roles construction these data instances. In this work, we endeavour to discover corresponding importance cooking recipes automatically a visual-linguistic association problem. More specifically, introduce novel cross-modal learning framework ...