• Penalizing beams for no − op operators: Another way of biasing the beams toward generating longer sequences, is by penalizing for the number of times a beam takes no − op as the action.
we reduce the beam score by a hyperparameter-controlled logarithmic factor of the number of no − op actions taken till now.