Link Prediction on WN18

Metric: Hits@10 (higher is better)

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	0.964	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	LineaRE	0.961	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
3	QuatDE	0.961	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
4	AutoKGE	0.961	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
5	MEI (small)	0.96	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
6	ComplEx-N3 (reciprocal)	0.96	No	Canonical Tensor Decomposition for Knowledge Bas...	2018-06-19	Code
7	QuatE	0.959	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
8	DensE	0.959	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
9	RotatE	0.959	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
10	TuckER	0.958	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
11	HypER	0.958	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
12	ConvR	0.958	No	-	-	-
13	MEI-BTD	0.957	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
14	pRotatE	0.957	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
15	OPTransE	0.957	No	Representation Learning with Ordered Relation Pa...	2019-09-26	Code
16	Quaternion	0.956	No	Analyzing Knowledge Graph Embedding Methods from...	2019-03-27	Code
17	ConvE	0.956	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
18	MDE	0.956	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
19	SimplE	0.954	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
20	HHolE	0.951	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
21	HolE	0.949	No	Holographic Embeddings of Knowledge Graphs	2015-10-16	Code
22	LogicENN	0.948	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
23	KBGAN (TransD + ComplEx)	0.948	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code
24	ANALOGY	0.947	No	Analogical Inference for Multi-Relational Embedd...	2017-05-06	Code
25	SimplE	0.947	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
26	ComplEx	0.947	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
27	ComplEx NSCaching	0.9398	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
28	Gaifman	0.939	No	Discriminative Gaifman Models	2016-10-28	-
29	DistMult	0.936	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
30	TransD	0.922	No	-	-	Code
31	TransE-Skipgram	0.7987	No	-	-	-
32	TransE	0.754	No	-	-	Code
33	ParTransH	0.668	No	Efficient Parallel Translating Embedding For Kno...	2017-03-30	Code