link-prediction-on-fb15k

Link Prediction

Results over time

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Leaderboard

Paper	Code	MRR	Hits@1	Hits@3	Hits@10	MR	training time (s)	ModelName	ReleaseDate
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	✓ Link	0.861			0.914			AutoKGE	2019-04-26
Augmenting and Tuning Knowledge Graph Embeddings	✓ Link	0.841			0.914			DistMult (after variational EM)	2019-07-01
Quaternion Knowledge Graph Embeddings	✓ Link	0.833	0.800	0.859	0.900	17		QuatE	2019-04-23
SEEK: Segmented Embedding of Knowledge Graphs	✓ Link	0.825	0.792	0.841	0.886			SEEK	2020-05-02
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	✓ Link	0.806	0.754	0.843	0.893			MEI-BTD	2020-06-29
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	✓ Link	0.799	0.750	0.829	0.884	43		pRotatE	2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	✓ Link	0.797	0.746	0.830	0.884	40		RotatE	2019-02-26
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations		.796	.727	.848	.901	21		HHolE	2018-11-02
TuckER: Tensor Factorization for Knowledge Graph Completion	✓ Link	0.795	0.741	0.833	0.892			TuckER	2019-01-28
Hypernetwork Knowledge Graph Embeddings	✓ Link	0.790	0.734	0.829	0.885			HypER	2018-08-21
Adaptive Convolution for Multi-Relational Learning		0.782	0.720	0.826	0.887			ConvR	2019-06-01
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding	✓ Link	0.779	0.721	0.818	0.876	74	2105	SimplE	2019-03-02
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding	✓ Link	0.7721						ComplEx NSCaching	2018-12-16
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules		0.766			0.874	112		LogicENN	2019-08-20
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets		0.761	0.681	0.824	0.883			JoBi ComplEx	2019-10-25
SimplE Embedding for Link Prediction in Knowledge Graphs	✓ Link	0.727	0.660	0.773	0.838			SimplE	2018-02-13
[]()		0.696	0.601	0.760	0.842			Relational-GCN
Knowledge Graph Completion via Complex Tensor Factorization	✓ Link	0.692	0.599	0.759	0.840			Complex	2017-02-22
Convolutional 2D Knowledge Graph Embeddings	✓ Link	0.660	0.658	0.659	0.660	2501		Inverse Model	2017-07-05
Convolutional 2D Knowledge Graph Embeddings	✓ Link	0.657	0.558	0.723	0.831	51		ConvE	2017-07-05
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion	✓ Link				0.899	33		OPTransE	2019-09-26
Knowledge Graph Embedding via Dynamic Mapping Matrix	✓ Link				0.773	91		TransD	2015-07-01
Translating Embeddings for Modeling Multi-relational Data	✓ Link				0.471	125		TransE	2013-12-01

OpenCodePapers

link-prediction-on-fb15k