Although sharing relational transformation matrices aligns with the fact that dependency relations are domain-invariant, this cannot guarantee learning of domain-invariant hidden representations.
when the two aspect words from two domains have disjoint features and children according to the dependency trees, the resultant hidden vectors are also dissimilar.