We also generated training data automatically for the 305 Senseval verbs.
for instance, we found that some function words (e.g., reflexive pronouns) and some POS tags (e.g., those for past participles and comparative adjectives) introduced too much noise in the data and therefore we did not select them for the final vocabulary.