Table 7.

Evaluation results on relation ranking for TKG (adapted from [30])

Metric Model MRR MR Hits@10 Hits@3 Hits@1
Baseline1 TransE (structure) 0.354 5,040.016 0.486 0.381 0.286
Baseline2 TransE (structure) 0.353 5,928.975 0.485 0.379 0.286
DeepWeak TransCat (concat) 0.384 1,903.892 0.523 0.414 0.301
Our approach TransHCat (⊕) (1) 0.367 1,973.223 0.519 0.398 0.289
Our approach A4CKGE (⊕) (1) 0.437 1,765.627 0.588 0.476 0.358

(1)⊕ means (structure ⊕ description).

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