The graphic relates the percentage of verb and noun pairs that were analyzed with the number of VNICs that were correctly identified by the models, essentially showing the gain calculations through each of the model's deciles.
because they focus on evaluation accuracy they are evaluating both the model's ability to score an instance appropriately and the threshold the model uses.