PPMI For each target word or compound, we extract from the corpus its neighboring nouns and verbs in a symmetric sliding window of w words to the left/right 5 , using a linear decay weighting scheme with respect to its distance d to the target (Levy et al., 2015).
each cooccurrence count of target-context pairs is incremented by w + 1 − d instead of 1.