Given an unlabeled instance {x u o , x u a }, dual view sentiment consensus requires that, the original prediction y u o and the antonymous prediction should be opposite: y u a = 1 − y u o .
we only select the instances of which the original prediction is positive/negative, and the same time the antonymous prediction is negative/positive.