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Link Prediction on WN18RR transductive (test)

0.579MRR

kNN-KGE

Updated 4d ago

Evaluation Results

Method	Links
kNN-KGE 2022.01		0.579	0.525	0.604	0.683	986
NBFNet 2022.10		0.551	0.497	0.573	0.666	-
KGT5 2022.01		0.508	0.487	-	0.544	-
DRUM 2022.10		0.486	0.425	0.513	0.586	-
ATTH 2022.01		0.486	0.443	0.499	0.573	-
kNN-KGE (w/o KS) 2022.01		0.481	0.399	0.527	0.633	1,365
RotatE 2020.10		0.476	0.428	0.492	0.571	-
RotatE 2022.10		0.476	0.428	0.492	0.571	-
RotatE 2022.01		0.476	0.428	0.492	0.571	3,340
TuckER 2022.01		0.47	0.443	0.482	0.526	-
GDGNN 2022.10		0.462	0.393	0.486	0.591	-
ComplEx 2022.01		0.449	0.409	0.469	0.53	7,882
DistMult 2022.01		0.444	0.412	0.47	0.504	7,000
Complex 2020.10		0.44	0.41	0.46	0.51	-
NeuralLP 2022.10		0.435	0.371	0.434	0.566	-
GDGNN 2022.10		0.432	0.352	0.472	0.58	-
DistMult 2020.10		0.43	0.39	0.44	0.49	-
RGCN 2022.10		0.402	0.345	0.437	0.494	-
StAR 2022.01		0.401	0.243	0.491	0.709	51
MTL-KGC 2022.01		0.331	0.203	0.383	0.597	-
BERT-TransE 2020.10		0.325	0.144	0.431	0.679	-
BERT-DistMult 2020.10		0.314	0.182	0.37	0.581	-
TransE 2022.01		0.243	0.043	0.441	0.532	2,300
KG-BERT 2020.10		0.242	0.11	0.28	0.524	-
TransE 2020.10		0.226	-	-	0.501	-
TransE 2022.10		0.226	-	-	0.501	-
BE-DKRL 2020.10		0.222	0.047	0.323	0.558	-
KG-BERT 2022.01		0.216	0.041	0.302	0.524	97
BE-BOW 2020.10		0.193	0.039	0.265	0.503	-
R-GCN 2022.01		0.123	0.08	0.137	0.207	6,700