Link Prediction on FB15k-237

Metric: Hits@10 (higher is better)

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.599	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	MoCoKGC	0.58	No	-	-	-
3	MoCoSA	0.578	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	DaBR	0.572	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
5	MetaSD	0.571	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
6	ComplEx-N3-RP	0.568	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
7	QuatDE	0.563	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
8	StAR	0.562	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
9	ComplEx-DURA	0.56	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
10	MEIM	0.557	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
11	AutoKGE	0.555	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
12	MEI	0.552	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
13	kNN-KGE	0.55	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
14	RESCAL (SCE w/ LS pretrained)	0.55	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
15	GC-OTE	0.55	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
16	QuatE	0.55	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
17	CP-N3-RP	0.55	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
18	SE-GNN (ours)	0.549	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
19	RESCAL (SCE w/ LS)	0.548	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
20	DistMult (after variational EM)	0.548	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
21	NePTuNe	0.547	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
22	KERMIT	0.547	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
23	SAttLE	0.545	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
24	LineaRE	0.545	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
25	TuckER	0.544	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
26	RefE	0.541	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
27	Structure-Aware Convolutional Networks	0.54	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
28	ConE	0.54	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
29	Rot-Pro	0.54	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
30	KG-R3	0.539	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
31	BoxE	0.538	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
32	SAFRAN	0.537	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
33	RESCAL + Decom	0.536	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
34	CompGCN	0.535	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
35	TuckER-RP	0.535	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
36	InteractE	0.535	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
37	DensE	0.535	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
38	RotatE	0.533	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
39	LASS	0.533	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
40	MDE_adv	0.531	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
41	ConvR	0.528	No	-	-	-
42	pRotatE	0.524	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
43	GFA-NN	0.522	No	-	-	Code
44	MuRP	0.521	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
45	HypER	0.52	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
46	DRUM (T=3)	0.516	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
47	SimKGCIB(+PB+SN)	0.511	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
48	RotatE	0.511	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
49	RotatE + GreenKGC (Ours)	0.507	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
50	ConvE	0.501	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
51	TransE + GreenKGC (Ours)	0.493	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
52	LP-BERT	0.49	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
53	KGRefiner	0.489	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
54	Relphormer	0.481	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
55	ComplEx NSCaching	0.4805	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
56	JoBi ComplEx	0.479	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
57	LogicENN	0.473	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
58	TransE	0.4709	No	-	-	Code
59	KGLM	0.468	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
60	TransD	0.4605	No	-	-	Code
61	KBGAN (TransD + ComplEx)	0.458	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code
62	PALT	0.444	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
63	GenKGC	0.439	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
64	ComplEx	0.428	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
65	ConvKB (Corrected)	0.421	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
66	KG-BERT	0.42	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
67	DistMult	0.419	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
68	RR-GCN-PPV	0.412	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
69	MLMLM	0.4026	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
70	KBAT (Corrected)	0.331	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
71	CapsE (Corrected)	0.057	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
72	Inverse Model	0.014	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1NBFNetSOTA
0.599
Hits@10· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#2MoCoKGC
0.58
Hits@10
No paper
#3MoCoSA
0.578
Hits@10· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4DaBR
0.572
Hits@10· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#5MetaSD
0.571
Hits@10· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#6ComplEx-N3-RP
0.568
Hits@10· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#7QuatDESOTA
0.563
Hits@10· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#8StARSOTA
0.562
Hits@10· Extra Data· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#9ComplEx-DURA
0.56
Hits@10· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#10MEIM
0.557
Hits@10· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#11AutoKGESOTA
0.555
Hits@10· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#12MEI
0.552
Hits@10· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#13kNN-KGE
0.55
Hits@10· Extra Data· 2022-01-14
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings Code
#14RESCAL (SCE w/ LS pretrained)
0.55
Hits@10· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#15GC-OTE
0.55
Hits@10· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#16QuatESOTA
0.55
Hits@10· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#17CP-N3-RP
0.55
Hits@10· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#18SE-GNN (ours)
0.549
Hits@10· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#19RESCAL (SCE w/ LS)
0.548
Hits@10· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#20DistMult (after variational EM)
0.548
Hits@10· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings Code
#21NePTuNe
0.547
Hits@10· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#22KERMIT
0.547
Hits@10· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#23SAttLE
0.545
Hits@10· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#24LineaRE
0.545
Hits@10· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#25TuckERSOTA
0.544
Hits@10· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#26RefE
0.541
Hits@10· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#27Structure-Aware Convolutional NetworksSOTA
0.54
Hits@10· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#28ConE
0.54
Hits@10· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#29Rot-Pro
0.54
Hits@10· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#30KG-R3
0.539
Hits@10· 2022-12-19
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Code
#31BoxE
0.538
Hits@10· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion Code
#32SAFRAN
0.537
Hits@10· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#33RESCAL + Decom
0.536
Hits@10· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#34CompGCN
0.535
Hits@10· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#35TuckER-RP
0.535
Hits@10· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#36InteractE
0.535
Hits@10· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#37DensE
0.535
Hits@10· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#38RotatE
0.533
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#39LASS
0.533
Hits@10· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code
#40MDE_adv
0.531
Hits@10· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#41ConvR
0.528
Hits@10
No paper
#42pRotatE
0.524
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#43GFA-NN
0.522
Hits@10
No paperCode
#44MuRP
0.521
Hits@10· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#45HypERSOTA
0.52
Hits@10· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#46DRUM (T=3)
0.516
Hits@10· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#47SimKGCIB(+PB+SN)
0.511
Hits@10· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#48RotatE
0.511
Hits@10· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#49RotatE + GreenKGC (Ours)
0.507
Hits@10· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#50ConvESOTA
0.501
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#51TransE + GreenKGC (Ours)
0.493
Hits@10· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#52LP-BERT
0.49
Hits@10· Extra Data· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#53KGRefiner
0.489
Hits@10· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#54Relphormer
0.481
Hits@10· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#55ComplEx NSCaching
0.4805
Hits@10· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#56JoBi ComplEx
0.479
Hits@10· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#57LogicENN
0.473
Hits@10· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#58TransE
0.4709
Hits@10
No paperCode
#59KGLM
0.468
Hits@10· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#60TransD
0.4605
Hits@10
No paperCode
#61KBGAN (TransD + ComplEx)
0.458
Hits@10· 2017-11-11
KBGAN: Adversarial Learning for Knowledge Graph Embeddings Code
#62PALT
0.444
Hits@10· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#63GenKGC
0.439
Hits@10· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#64ComplExSOTA
0.428
Hits@10· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#65ConvKB (Corrected)
0.421
Hits@10· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#66KG-BERT
0.42
Hits@10· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#67DistMultSOTA
0.419
Hits@10· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#68RR-GCN-PPV
0.412
Hits@10· 2022-03-04
R-GCN: The R Could Stand for Random Code
#69MLMLM
0.4026
Hits@10· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#70KBAT (Corrected)
0.331
Hits@10· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#71CapsE (Corrected)
0.057
Hits@10· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#72Inverse Model
0.014
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code