Link Prediction on WN18RR

Metric: MRR (higher is better)

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.742	No	-	-	-
2	KERMIT	0.7	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
3	MoCoSA	0.696	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	SimKGCIB(+PB+SN)	0.671	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
5	LERP	0.622	No	Logical Entity Representation in Knowledge-Graph...	2023-05-22	Code
6	C-LMKE(bert-base)	0.619	No	Language Models as Knowledge Embeddings	2022-06-25	Code
7	NBFNet	0.551	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
8	DaBR	0.51	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
9	HittER	0.503	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
10	SAFRAN (white box, rule based)	0.502	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
11	MLMLM	0.5017	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
12	MEIM	0.499	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
13	M3GM	0.4983	No	Predicting Semantic Relations using Global Graph...	2018-08-27	Code
14	RESCAL-DURA	0.498	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
15	HAKE	0.497	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
16	RotH	0.496	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
17	ConE	0.496	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
18	Relphormer	0.495	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
19	LineaRE	0.495	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
20	GC-OTE	0.491	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
21	DensE	0.491	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
22	MetaSD	0.491	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
23	SAttLE	0.491	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
24	NePTuNe	0.491	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
25	ComplEx-DURA	0.491	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
26	AutoSF	0.49	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
27	QuatDE	0.489	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
28	QuatE	0.488	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
29	ComplEx-N3-RP	0.488	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
30	DRUM (T=3)	0.486	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
31	GFA-NN	0.486	No	-	-	Code
32	DihEdral	0.486	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
33	SE-GNN (ours)	0.484	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
34	CoPER-ConvE	0.4833	No	-	-	Code
35	LP-BERT	0.482	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
36	MuRP	0.481	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
37	ComplEx (SCE w/ LS pretrained)	0.481	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
38	MEI	0.481	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
39	ComplEx-N3 (reciprocal)	0.48	No	Canonical Tensor Decomposition for Knowledge Bas...	2018-06-19	Code
40	ProbCBR	0.48	No	Probabilistic Case-based Reasoning for Open-Worl...	2020-10-07	Code
41	CompGCN	0.479	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
42	CP-DURA	0.478	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
43	ComplEx (SCE w/ LS)	0.477	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
44	RotatE	0.476	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
45	ConvR	0.475	No	-	-	-
46	Structure-Aware Convolutional Networks	0.47	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
47	TuckER	0.47	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
48	KGLM	0.467	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
49	GAAT	0.467	No	-	-	-
50	TransE	0.4659	No	-	-	Code
51	HypER	0.465	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
52	InteractE	0.463	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
53	pRotatE	0.462	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
54	MDE_adv	0.458	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
55	Rot-Pro	0.457	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
56	RESCAL + Decom	0.457	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
57	DistMult (after variational EM)	0.455	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
58	KGRefiner	0.448	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
59	ComplEx NSCaching	0.4463	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
60	KBGAT	0.44	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
61	ComplEx	0.44	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
62	M-Walk	0.437	No	M-Walk: Learning to Walk over Graphs using Monte...	2018-02-12	-
63	ConvE	0.43	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
64	DisMult	0.43	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
65	CapsE	0.415	No	A Capsule Network-based Embedding Model for Know...	2018-08-13	Code
66	RotatE + GreenKGC (Ours)	0.411	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
67	StAR(Self-Adp)	0.401	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
68	Inverse Model	0.35	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
69	TransE + GreenKGC (Ours)	0.342	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
70	ConvKB	0.248	No	A Novel Embedding Model for Knowledge Base Compl...	2017-12-06	Code
71	KBGAN (TransD + ComplEx)	0.215	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code

#1MoCoKGC
0.742
MRR
No paper
#2KERMITSOTA
0.7
MRR· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#3MoCoSASOTA
0.696
MRR· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4SimKGCIB(+PB+SN)SOTA
0.671
MRR· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#5LERP
0.622
MRR· 2023-05-22
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning Code
#6C-LMKE(bert-base)
0.619
MRR· 2022-06-25
Language Models as Knowledge Embeddings Code
#7NBFNetSOTA
0.551
MRR· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#8DaBR
0.51
MRR· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#9HittERSOTA
0.503
MRR· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#10SAFRAN (white box, rule based)
0.502
MRR· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#11MLMLM
0.5017
MRR· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#12MEIM
0.499
MRR· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#13M3GMSOTA
0.4983
MRR· 2018-08-27
Predicting Semantic Relations using Global Graph Properties Code
#14RESCAL-DURA
0.498
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#15HAKE
0.497
MRR· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#16RotH
0.496
MRR· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#17ConE
0.496
MRR· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#18Relphormer
0.495
MRR· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#19LineaRE
0.495
MRR· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#20GC-OTE
0.491
MRR· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#21DensE
0.491
MRR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#22MetaSD
0.491
MRR· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#23SAttLE
0.491
MRR· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#24NePTuNe
0.491
MRR· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#25ComplEx-DURA
0.491
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#26AutoSF
0.49
MRR· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#27QuatDE
0.489
MRR· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#28QuatE
0.488
MRR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#29ComplEx-N3-RP
0.488
MRR· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#30DRUM (T=3)
0.486
MRR· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#31GFA-NN
0.486
MRR
No paperCode
#32DihEdral
0.486
MRR· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#33SE-GNN (ours)
0.484
MRR· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#34CoPER-ConvE
0.4833
MRR
No paperCode
#35LP-BERT
0.482
MRR· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#36MuRP
0.481
MRR· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#37ComplEx (SCE w/ LS pretrained)
0.481
MRR· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#38MEI
0.481
MRR· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#39ComplEx-N3 (reciprocal)SOTA
0.48
MRR· 2018-06-19
Canonical Tensor Decomposition for Knowledge Base Completion Code
#40ProbCBR
0.48
MRR· 2020-10-07
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion Code
#41CompGCN
0.479
MRR· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#42CP-DURA
0.478
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#43ComplEx (SCE w/ LS)
0.477
MRR· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#44RotatE
0.476
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#45ConvR
0.475
MRR
No paper
#46Structure-Aware Convolutional Networks
0.47
MRR· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#47TuckER
0.47
MRR· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#48KGLM
0.467
MRR· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#49GAAT
0.467
MRR
No paper
#50TransE
0.4659
MRR
No paperCode
#51HypER
0.465
MRR· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#52InteractE
0.463
MRR· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#53pRotatE
0.462
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#54MDE_adv
0.458
MRR· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#55Rot-Pro
0.457
MRR· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#56RESCAL + Decom
0.457
MRR· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#57DistMult (after variational EM)
0.455
MRR· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings Code
#58KGRefiner
0.448
MRR· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#59ComplEx NSCaching
0.4463
MRR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#60KBGAT
0.44
MRR· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Code
#61ComplExSOTA
0.44
MRR· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#62M-Walk
0.437
MRR· 2018-02-12
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search
#63ConvE
0.43
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#64DisMultSOTA
0.43
MRR· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#65CapsE
0.415
MRR· 2018-08-13
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization Code
#66RotatE + GreenKGC (Ours)
0.411
MRR· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#67StAR(Self-Adp)
0.401
MRR· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#68Inverse Model
0.35
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#69TransE + GreenKGC (Ours)
0.342
MRR· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#70ConvKB
0.248
MRR· 2017-12-06
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network Code
#71KBGAN (TransD + ComplEx)
0.215
MRR· 2017-11-11
KBGAN: Adversarial Learning for Knowledge Graph Embeddings Code