TuckER: Tensor Factorization for Knowledge Graph Completion

28 Jan 2019Ivana BalaževićCarl AllenTimothy M. Hospedales

Knowledge graphs are structured representations of real world facts. However, they typically contain only a small subset of all possible facts... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Link Prediction FB15k TuckER MRR 0.795 # 2
Link Prediction FB15k TuckER [email protected] 0.892 # 2
Link Prediction FB15k TuckER [email protected] 0.833 # 1
Link Prediction FB15k TuckER [email protected] 0.741 # 1
Link Prediction FB15k-237 TuckER MRR 0.358 # 3
Link Prediction FB15k-237 TuckER [email protected] 0.544 # 3
Link Prediction FB15k-237 TuckER [email protected] 0.394 # 2
Link Prediction FB15k-237 TuckER [email protected] 0.266 # 2
Link Prediction WN18 TuckER MRR 0.953 # 2
Link Prediction WN18 TuckER [email protected] 0.958 # 3
Link Prediction WN18 TuckER [email protected] 0.955 # 2
Link Prediction WN18 TuckER [email protected] 0.949 # 2
Link Prediction WN18RR TuckER MRR 0.470 # 5
Link Prediction WN18RR TuckER [email protected] 0.526 # 5
Link Prediction WN18RR TuckER [email protected] 0.482 # 3
Link Prediction WN18RR TuckER [email protected] 0.443 # 3