Link Prediction on FB15k-237

Metric: Hits@3 (higher is better)

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#	Model↕	Hits@3▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.454	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	MoCoKGC	0.431	No	-	-	-
3	MetaSD	0.428	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
4	ComplEx-N3-RP	0.424	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
5	MoCoSA	0.42	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
6	KG-R3 (this work)	0.413	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
7	DaBR	0.41	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
8	HittER	0.409	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
9	MEIM	0.406	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
10	kNN-KGE	0.404	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
11	NePTuNe	0.404	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
12	StAR	0.404	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
13	MEI	0.402	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
14	RESCAL (SCE w/ LS pretrained)	0.402	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
15	RESCAL (SCE w/ LS)	0.4	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
16	QuatDE	0.4	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
17	SE-GNN (ours)	0.399	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
18	SAttLE	0.396	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
19	GC-OTE	0.396	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
20	KERMIT	0.396	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
21	TuckER	0.394	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
22	LineaRE	0.391	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
23	CompGCN	0.39	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
24	Structure-Aware Convolutional Networks	0.39	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
25	RefE	0.39	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
26	TuckER-RP	0.388	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
27	RESCAL + Decom	0.388	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
28	ConvR	0.385	No	-	-	-
29	DensE	0.384	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
30	Rot-Pro	0.383	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
31	QuatE	0.382	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
32	HAKE	0.381	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
33	ConE	0.381	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
34	DRUM (T=3)	0.378	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
35	HypER	0.376	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
36	RotatE	0.375	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
37	MuRP	0.37	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
38	RotatE + GreenKGC (Ours)	0.369	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
39	SimKGCIB(+PB+SN)	0.365	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
40	pRotatE	0.365	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
41	TransE + GreenKGC (Ours)	0.356	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
42	ConvE	0.356	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
43	GenKGC	0.355	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
44	RotatE	0.347	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
45	LP-BERT	0.336	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
46	JoBi ComplEx	0.319	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
47	KGLM	0.314	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
48	MLMLM	0.282	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
49	RR-GCN-PPV	0.256	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
50	Inverse Model	0.011	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1NBFNetSOTA
0.454
Hits@3· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#2MoCoKGC
0.431
Hits@3
No paper
#3MetaSD
0.428
Hits@3· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#4ComplEx-N3-RP
0.424
Hits@3· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#5MoCoSA
0.42
Hits@3· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#6KG-R3 (this work)
0.413
Hits@3· 2022-12-19
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Code
#7DaBR
0.41
Hits@3· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#8HittERSOTA
0.409
Hits@3· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#9MEIM
0.406
Hits@3· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#10kNN-KGE
0.404
Hits@3· Extra Data· 2022-01-14
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings Code
#11NePTuNe
0.404
Hits@3· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#12StARSOTA
0.404
Hits@3· Extra Data· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#13MEI
0.402
Hits@3· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#14RESCAL (SCE w/ LS pretrained)
0.402
Hits@3· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#15RESCAL (SCE w/ LS)
0.4
Hits@3· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#16QuatDE
0.4
Hits@3· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#17SE-GNN (ours)
0.399
Hits@3· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#18SAttLE
0.396
Hits@3· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#19GC-OTESOTA
0.396
Hits@3· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#20KERMIT
0.396
Hits@3· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#21TuckERSOTA
0.394
Hits@3· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#22LineaRE
0.391
Hits@3· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#23CompGCN
0.39
Hits@3· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#24Structure-Aware Convolutional NetworksSOTA
0.39
Hits@3· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#25RefE
0.39
Hits@3· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#26TuckER-RP
0.388
Hits@3· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#27RESCAL + Decom
0.388
Hits@3· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#28ConvR
0.385
Hits@3
No paper
#29DensE
0.384
Hits@3· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#30Rot-Pro
0.383
Hits@3· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#31QuatE
0.382
Hits@3· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#32HAKE
0.381
Hits@3· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#33ConE
0.381
Hits@3· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#34DRUM (T=3)
0.378
Hits@3· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#35HypERSOTA
0.376
Hits@3· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#36RotatE
0.375
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#37MuRP
0.37
Hits@3· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#38RotatE + GreenKGC (Ours)
0.369
Hits@3· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#39SimKGCIB(+PB+SN)
0.365
Hits@3· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#40pRotatE
0.365
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#41TransE + GreenKGC (Ours)
0.356
Hits@3· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#42ConvESOTA
0.356
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#43GenKGC
0.355
Hits@3· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#44RotatE
0.347
Hits@3· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#45LP-BERT
0.336
Hits@3· Extra Data· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#46JoBi ComplEx
0.319
Hits@3· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#47KGLM
0.314
Hits@3· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#48MLMLM
0.282
Hits@3· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#49RR-GCN-PPV
0.256
Hits@3· 2022-03-04
R-GCN: The R Could Stand for Random Code
#50Inverse Model
0.011
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code