Link Prediction on WN18

Metric: MRR (higher is better)

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Results

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	0.963	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	TuckER	0.953	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
3	LineaRE	0.952	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
4	AutoKGE	0.952	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
5	MEI (small)	0.951	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
6	HypER	0.951	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
7	ConvR	0.951	No	-	-	-
8	QuatDE	0.95	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
9	QuatE	0.95	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
10	DensE	0.95	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
11	MEI-BTD	0.95	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
12	RotatE	0.949	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
13	SimplE	0.948	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
14	pRotatE	0.947	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
15	ConvE	0.943	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
16	ANALOGY	0.942	No	Analogical Inference for Multi-Relational Embedd...	2017-05-06	Code
17	SimplE	0.942	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
18	Quaternion	0.941	No	Analyzing Knowledge Graph Embedding Methods from...	2019-03-27	Code
19	ComplEx	0.941	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
20	HHolE	0.939	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
21	HolE	0.938	No	Holographic Embeddings of Knowledge Graphs	2015-10-16	Code
22	ComplEx NSCaching	0.9355	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
23	LogicENN	0.923	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
24	DistMult (after variational EM)	0.911	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
25	MDE	0.871	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
26	DistMult	0.822	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
27	KBGAN (TransD + ComplEx)	0.779	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code