Due to the contrary properties of softmax and softmin, jointly maximizing P c and P o actually maximizes the contribution from the conventional attention for summary word generation, while at the same time minimizes the contribution from the opponent attention 3 .
the training objective is to let the relevant part attended by attention c contribute more to the summarization, while let the irrelevant or less relevant parts attended by attention o contribute less.