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Knowledge Graph Completion on UMLS

0.995Hits@10

KERMIT

Updated 1mo ago

Evaluation Results

Method	Links
KERMIT 2023.09		0.995	0.916	0.845	0.986
KERMIT 2023.09		0.995	0.921	0.856	0.983
KERMIT 2023.09		0.994	0.919	0.852	0.986
CompGCN 2026.06		0.994	0.927	0.867	-
RotatE 2026.06		0.993	0.925	0.863	-
DiffusionE 2026.06		0.992	0.97	0.957	-
ConvE 2023.09		0.99	-	-	-
KG-BERT 2023.09		0.99	-	-	-
RED-GNN 2026.06		0.99	0.964	0.946	-
Q-GNN 2026.06		0.99	0.989	0.989	-
TransE 2023.09		0.989	-	-	-
DRUM 2026.06		0.976	0.813	0.674	-
RNNLogic+ + RotatE (Orig + AUG) 2024.07		0.965	0.842	0.761	-
RNNLogic 2026.06		0.965	0.842	0.772	-
RNNLogic+ + RotatE (RW + AUG) 2024.07		0.964	0.838	0.758	-
RNNLogic+ (Orig + AUG) 2024.07		0.964	0.84	0.752	-
RNNLogic+ + RotatE (Orig) 2024.07		0.96	0.815	0.712	-
RNNLogic+ (RW + AUG) 2024.07		0.957	0.797	0.695	-
RNNLogic+ (Orig) 2024.07		0.957	0.814	0.712	-
RNNLogic+ + RotatE (RW) 2024.07		0.953	0.82	0.735	-
SimKGC 2023.09		0.944	0.794	0.704	0.865
LERP 2023.09		0.942	0.762	0.644	0.855
RotatE 2023.09		0.939	0.744	0.636	0.822
DRUM 2023.09		0.935	0.695	0.546	0.808
RNNLogic+ (RW) 2024.07		0.93	0.747	0.631	-
RNNLogic 2023.09		0.924	0.745	0.63	0.833
TuckER 2023.09		0.9	0.732	0.625	0.812
NeuralLP 2023.09		0.775	0.483	0.332	0.563
DistMult 2023.09		0.669	0.391	0.256	0.445