TuckER: Tensor Factorization for Knowledge Graph Completion

IJCNLP 2019 Ivana 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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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Link Prediction FB15k TuckER MRR 0.795 # 7
[email protected] 0.892 # 5
[email protected] 0.833 # 2
[email protected] 0.741 # 4
Link Prediction FB15k-237 TuckER MRR 0.358 # 9
[email protected] 0.544 # 8
[email protected] 0.394 # 4
[email protected] 0.266 # 5
Link Prediction WN18 TuckER MRR 0.953 # 2
[email protected] 0.958 # 5
[email protected] 0.955 # 2
[email protected] 0.949 # 2
Link Prediction WN18RR TuckER MRR 0.470 # 13
[email protected] 0.526 # 18
[email protected] 0.482 # 11
[email protected] 0.443 # 6