In their case, this is due to the impossibility of the global inference (their model is also augmented with the structural component describing item-item interactions) and the scale of the task (they do ranking for recommendation domain).
weston and Blitzer (2012) bypass the necessity of comparison to a complete ranking during training and sample the candidate pairs.