His probabilistic model computes the probability of a preposition p given a noun-noun pair n 1 − n 2 and finds the most likely preposition paraphrase p * = argmax p P(p|n 1 , n 2 ).
as Lauer noticed, this model requires a very large training corpus to estimate these probabilities.