Before revision:  To mitigate large-scale annotations  , domain adaptation (DA) provides an alternate solution by learning a transferable model from another labeled source domain.
After revision:  To mitigate large-scale annotations on the target domain , domain adaptation (DA) provides an alternate solution by learning a transferable model from another labeled source domain.