We use cross-domain sentiment classification as an evaluation task in this paper because it has been used extensively in prior work on UDA, thereby enabling us to directly compare the performance of our proposed method against previously proposed UDA methods.
we use the Amazon multi-domain sentiment dataset, originally created by Blitzer et al.