Grefenstette (1998) observes that this approach suffers from an acute data sparseness problem if the corpus counts are obtained from a conventional corpus such as the British National Corpus (BNC) (Burnard, 1995).
as Grefenstette (1998) demonstrates, this problem can be overcome by obtaining counts through web searches, instead of relying on the BNC.