This issue becomes more serious in our setting of single-system DA where we have a single source domain with multiple dissimilar target domains and an automatic system able to recognize entity and mention types very well in different domains may not be available.
following the settings of Plank and Moschitti (2013), we will only assume entity boundaries and not rely on the gold standard information in the experiments.