Fully-shared modeling can share knowledge between tasks or languages based on task-invariant components and language-invariant components, however, classification performance in some data sets is deteriorated.
this paper proposes the partiallyshared modeling strategy; it introduces not only shared components between tasks or languages but also exclusive components that handle task-language combinations.