Then we use the scores predicted from A-network to select some possibly clean sentences from this batch and train A-network on the selected sentences.
speaking, we use the predicted scores to compute sentiment labels by arg max i {ÿ = i|ÿ ∼ P (ÿ|x, θ)}.