We apply a gating mechanism (Xu et al., 2016) to integrate the textual entity description embedding d e and the structural information (entity embedding e) from KGs: where g ∈ R Dw is a gating vector for integration, e ∈ R Dw represents the final integrated entity embedding and represents Hadamard product.
we compute the final label embedding l: Label Classifier.