Link Prediction on WN18

Metric: MR (higher is better)

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#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	ComplEx NSCaching	1072	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
2	DistMult	902	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
3	Inverse Model	740	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
4	SimplE	412	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
5	ConvE	374	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
6	LogicENN	357	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
7	Gaifman	352	No	Discriminative Gaifman Models	2016-10-28	-
8	RotatE	309	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
9	DensE	285	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
10	TransE	263	No	-	-	Code
11	pRotatE	254	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
12	ParTransH	215	No	Efficient Parallel Translating Embedding For Kno...	2017-03-30	Code
13	TransD	212	No	-	-	Code
14	OPTransE	199	No	Representation Learning with Ordered Relation Pa...	2019-09-26	Code
15	HHolE	183	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
16	LineaRE	170	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
17	QuatE	162	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
18	QuatDE	120	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
19	MDE	118	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code