Similarly, it can be seen that the results tend to improve with higher values of β, which confirms that direct associations between words in the word-node graph are more important than transitive ones (2nd plot from the left and the rightmost plot of Figure 1).
second-order transitive associations are still important because the results tend to decrease for β close to 1.