A dot denotes a triple and its position is decided by the difference vector between tail and head entity (t − h).
since TransE adopts the principle of t − h ≈ r, there is supposed to be only one cluster whose centre is the relation vector r. results show that there exist multiple clusters, which justifies our multiple relation semantics assumption.