In our experiment, we merged training instances having the label NONHUMAN with those having the label NONE because the number of NONHU-MAN instances was small and we did not need to distinguish the label NONHUMAN from the label NONE in the final episode detection task.
the classifier was trained to choose a subject label from among FIRSTPERSON, NEARBYPER-SON, FARAWAYPERSON, and NONE.