(2018), our margin-based ranking loss function is defined as: where x}, I denotes the set of negative entity alignment pairs constructed by corrupting the gold pair (e 1 , e 2 ) ∈ I.
we replace e 1 or e 2 with a randomly-chosen entity in E 1 or E 2 .