Fleshing this out, EC estimates directionalities aŝ where we estimate the expected Here u ranges over tag sequences (sentences) of u, and w is a window size that characterizes "nearby."
3 we ask: given that u i and u j are nearby tag tokens in the test corpus u, are they likely to be linked?