link-prediction-on-wn18

Link Prediction

Results over time

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Leaderboard

Paper	Code	Hits@10	Hits@3	Hits@1	MRR	MR	training time (s)	ModelName	ReleaseDate
Convolutional 2D Knowledge Graph Embeddings	✓ Link	0.964	0.964	0.953	0.963	740		Inverse Model	2017-07-05
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	✓ Link	0.961	0.955	0.947	0.952	170		LineaRE	2020-04-21
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion	✓ Link	0.961	0.954	0.944	0.95	120		QuatDE	2021-05-19
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	✓ Link	0.961			0.952			AutoKGE	2019-04-26
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	✓ Link	0.960	0.953	0.946	0.951			MEI (small)	2020-06-29
Canonical Tensor Decomposition for Knowledge Base Completion	✓ Link	0.96						ComplEx-N3 (reciprocal)	2018-06-19
Quaternion Knowledge Graph Embeddings	✓ Link	0.959	0.954	0.945	0.95	162		QuatE	2019-04-23
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy	✓ Link	0.959	0.954	0.945	0.950	285		DensE	2020-08-11
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	✓ Link	0.959	0.952	0.944	0.949	309		RotatE	2019-02-26
TuckER: Tensor Factorization for Knowledge Graph Completion	✓ Link	0.958	0.955	0.949	0.953			TuckER	2019-01-28
Hypernetwork Knowledge Graph Embeddings	✓ Link	0.958	0.955	0.947	0.951			HypER	2018-08-21
Adaptive Convolution for Multi-Relational Learning		0.958	0.955	0.947	0.951			ConvR	2019-06-01
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	✓ Link	0.957	0.952	0.946	0.950			MEI-BTD	2020-06-29
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	✓ Link	0.957	0.950	0.942	0.947	254		pRotatE	2019-02-26
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion	✓ Link	0.957				199		OPTransE	2019-09-26
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	✓ Link	0.956	0.950	0.931	0.941			Quaternion	2019-03-27
Convolutional 2D Knowledge Graph Embeddings	✓ Link	0.956	0.946	0.935	0.943	374		ConvE	2017-07-05
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs	✓ Link	0.956			0.871	118		MDE	2019-05-25
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding	✓ Link	0.954	0.950	0.944	0.948	412	1042	SimplE	2019-03-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations		.951	.945	.931	.939	183		HHolE	2018-11-02
Holographic Embeddings of Knowledge Graphs	✓ Link	0.949	0.945	0.930	0.938			HolE	2015-10-16
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules		0.948			0.923	357		LogicENN	2019-08-20
KBGAN: Adversarial Learning for Knowledge Graph Embeddings	✓ Link	0.948			0.779			KBGAN (TransD + ComplEx)	2017-11-11
Analogical Inference for Multi-Relational Embeddings	✓ Link	0.947	0.944	0.939	0.942			ANALOGY	2017-05-06
SimplE Embedding for Link Prediction in Knowledge Graphs	✓ Link	0.947	0.944	0.939	0.942			SimplE	2018-02-13
Complex Embeddings for Simple Link Prediction	✓ Link	0.947	0.936	0.936	0.941			ComplEx	2016-06-20
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding	✓ Link	0.9398			0.9355	1072		ComplEx NSCaching	2018-12-16
Discriminative Gaifman Models		0.939		0.761		352		Gaifman	2016-10-28
Embedding Entities and Relations for Learning and Inference in Knowledge Bases	✓ Link	0.936	0.914	0.728	0.822	902		DistMult	2014-12-20
Knowledge Graph Embedding via Dynamic Mapping Matrix	✓ Link	0.922				212		TransD	2015-07-01
AugGAN: Cross Domain Adaptation with GAN-based Data Augmentation		0.7987						TransE-Skipgram	2018-09-01
Translating Embeddings for Modeling Multi-relational Data	✓ Link	0.754				263		TransE	2013-12-01
Efficient Parallel Translating Embedding For Knowledge Graphs	✓ Link	0.668				215		ParTransH	2017-03-30
Augmenting and Tuning Knowledge Graph Embeddings	✓ Link				0.911			DistMult (after variational EM)	2019-07-01
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings	✓ Link						6	GraphVite (zhu2019graphvite)	2020-07-28
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings	✓ Link						10	LibKGE (ruffinelli2020you)	2020-07-28
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings	✓ Link						11	OpenKE (han2018openke)	2020-07-28

OpenCodePapers

link-prediction-on-wn18