How big is your training set? You don't have any upercase letters in your phrases?
You might need a larger and more diverse set of examples (including negative examples without any kind of annotations). Do your sentence always follow such simple patterns? If so should probably use a simple regular expression with a fixed / controlled list of action names. -- Olivier http://twitter.com/ogrisel - http://github.com/ogrisel
