... a noun- noun similarity score,Seen(vd) is the set of seen head words filling the slot vdduring training, and C(vd, n) is the num-ber of times the noun n was seen filling the slot vd The ... co-occurrence count with the verb is cho-sen. As with the other models, if the two nounshave the same counts, it randomly guesses. The smoothing model is named Erk in the re-sults with both Jaccard ... which of two verbswas the correct predicate for a given noun object.One verb v was the original from the source doc- ument, and the other vwas randomly generated.This was the first use of such...