Denote the annotated corpus in a labeled domain d i 2 L as X i ; and (x, y) ⇠ X i is a sample drawn from the labeled data in domain d i , where x is the input and y is the task label.
for any domain d i 0 2 , denote the unlabeled corpus as U i 0 .