Wikipedia was used because it provides a large and wide-coverage source of text, completely independent from the datasets used and from WordNet.
for each word in the corpus that is in one or more WordNet synsets, if there is a previously trained model, probabilities P (w|s) are predicted from the distribution of LDA.