There have been many follow-ups on this concept of identifying and utilizing patterns to identify hypernym pairs (Caraballo, 1999;Mann, 2002;Snow et al., 2005Snow et al., , 2006.
by restricting the sentences of interest to only those which match patterns, even very large datasets with very loose pattern matching will often return small co-occurrence numbers, especially for more indirectly connected hypernym pairs.