Since it is not feasible to enumerate all potential participants, for 'new' DRs we only predict their participant type ("bath means" in our example).
the number of categories in our model is equal to the number of previously introduced DRs plus the number of participant types of the script plus 1, reserved for a new DR not corresponding to any script participant (e.g., cellphone).