Link Prediction on FB15k-237

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.321	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	KG-R3 (this work)	0.315	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
3	Relphormer	0.314	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
4	MetaSD	0.3	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
5	ComplEx-N3-RP	0.298	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
6	SAFRAN	0.298	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
7	MoCoKGC	0.296	No	-	-	-
8	MoCoSA	0.292	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
9	kNN-KGE	0.28	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
10	ComplEx-DURA	0.276	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
11	MEIM	0.274	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
12	NePTuNe	0.272	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
13	MEI	0.271	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
14	SE-GNN (ours)	0.271	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
15	RESCAL (SCE w/ LS pretrained)	0.269	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
16	RESCAL (SCE w/ LS)	0.269	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
17	QuatDE	0.268	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
18	SAttLE	0.268	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
19	GC-OTE	0.267	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
20	StAR	0.266	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
21	KERMIT	0.266	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
22	TuckER	0.266	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
23	RotatE + GreenKGC (Ours)	0.265	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
24	LineaRE	0.264	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
25	CompGCN	0.264	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
26	TuckER-RP	0.264	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
27	InteractE	0.263	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
28	RESCAL + Decom	0.261	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
29	ConvR	0.261	No	-	-	-
30	Structure-Aware Convolutional Networks	0.26	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
31	RefE	0.256	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
32	DensE	0.256	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
33	DRUM (T=3)	0.255	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
34	HypER	0.252	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
35	TransE + GreenKGC (Ours)	0.251	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
36	HAKE	0.25	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
37	SimKGCIB(+PB+SN)	0.249	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
38	QuatE	0.248	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
39	DaBR	0.247	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
40	ConE	0.247	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
41	Rot-Pro	0.246	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
42	MuRP	0.245	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
43	RotatE	0.241	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
44	BoxE	0.238	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
45	ConvE	0.237	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
46	pRotatE	0.23	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
47	LP-BERT	0.223	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
48	RotatE	0.217	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
49	KGLM	0.2	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
50	JoBi ComplEx	0.199	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
51	TransE	0.1987	No	-	-	Code
52	GenKGC	0.192	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
53	MLMLM	0.1871	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
54	RR-GCN-PPV	0.157	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
55	TransD	0.1483	No	-	-	Code
56	Inverse Model	0.007	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1NBFNetSOTA
0.321
Hits@1· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#2KG-R3 (this work)
0.315
Hits@1· 2022-12-19
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Code
#3Relphormer
0.314
Hits@1· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#4MetaSD
0.3
Hits@1· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#5ComplEx-N3-RP
0.298
Hits@1· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#6SAFRAN
0.298
Hits@1· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#7MoCoKGC
0.296
Hits@1
No paper
#8MoCoSA
0.292
Hits@1· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#9kNN-KGE
0.28
Hits@1· Extra Data· 2022-01-14
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings Code
#10ComplEx-DURASOTA
0.276
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#11MEIM
0.274
Hits@1· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#12NePTuNe
0.272
Hits@1· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#13MEISOTA
0.271
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#14SE-GNN (ours)
0.271
Hits@1· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#15RESCAL (SCE w/ LS pretrained)
0.269
Hits@1· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#16RESCAL (SCE w/ LS)
0.269
Hits@1· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#17QuatDE
0.268
Hits@1· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#18SAttLE
0.268
Hits@1· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#19GC-OTESOTA
0.267
Hits@1· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#20StAR
0.266
Hits@1· Extra Data· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#21KERMIT
0.266
Hits@1· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#22TuckERSOTA
0.266
Hits@1· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#23RotatE + GreenKGC (Ours)
0.265
Hits@1· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#24LineaRE
0.264
Hits@1· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#25CompGCN
0.264
Hits@1· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#26TuckER-RP
0.264
Hits@1· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#27InteractE
0.263
Hits@1· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#28RESCAL + Decom
0.261
Hits@1· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#29ConvR
0.261
Hits@1
No paper
#30Structure-Aware Convolutional NetworksSOTA
0.26
Hits@1· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#31RefE
0.256
Hits@1· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#32DensE
0.256
Hits@1· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#33DRUM (T=3)
0.255
Hits@1· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#34HypERSOTA
0.252
Hits@1· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#35TransE + GreenKGC (Ours)
0.251
Hits@1· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#36HAKE
0.25
Hits@1· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#37SimKGCIB(+PB+SN)
0.249
Hits@1· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#38QuatE
0.248
Hits@1· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#39DaBR
0.247
Hits@1· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#40ConE
0.247
Hits@1· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#41Rot-Pro
0.246
Hits@1· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#42MuRP
0.245
Hits@1· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#43RotatE
0.241
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#44BoxE
0.238
Hits@1· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion Code
#45ConvESOTA
0.237
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#46pRotatE
0.23
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#47LP-BERT
0.223
Hits@1· Extra Data· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#48RotatE
0.217
Hits@1· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#49KGLM
0.2
Hits@1· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#50JoBi ComplEx
0.199
Hits@1· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#51TransE
0.1987
Hits@1
No paperCode
#52GenKGC
0.192
Hits@1· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#53MLMLM
0.1871
Hits@1· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#54RR-GCN-PPV
0.157
Hits@1· 2022-03-04
R-GCN: The R Could Stand for Random Code
#55TransD
0.1483
Hits@1
No paperCode
#56Inverse Model
0.007
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code