Link Prediction on FB15k-237

Metric: MRR (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	NBFNet	0.415	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
2	MetaSD	0.391	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
3	MoCoKGC	0.391	No	-	-	-
4	KG-R3 (this work)	0.39	No	A Retrieve-and-Read Framework for Knowledge Grap...	2022-12-19	Code
5	ComplEx-N3-RP	0.389	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
6	SAFRAN	0.389	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
7	MoCoSA	0.387	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
8	DaBR	0.373	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
9	HittER	0.373	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
10	Relphormer	0.371	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
11	ComplEx-DURA	0.371	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
12	kNN-KGE	0.37	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
13	MEIM	0.369	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
14	NePTuNe	0.366	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
15	CP-N3-RP	0.366	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
16	MEI	0.365	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
17	SE-GNN (ours)	0.365	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
18	QuatDE	0.365	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
19	StAR	0.365	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
20	AutoKGE	0.365	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
21	RESCAL (SCE w/ LS pretrained)	0.364	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
22	RESCAL (SCE w/ LS)	0.363	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
23	GC-OTE	0.361	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
24	SAttLE	0.36	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
25	KERMIT	0.359	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
26	TuckER	0.358	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
27	LineaRE	0.357	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
28	DistMult (after variational EM)	0.357	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
29	CompGCN	0.355	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
30	TuckER-RP	0.354	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
31	InteractE	0.354	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
32	RESCAL + Decom	0.354	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
33	RefE	0.351	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
34	ConvR	0.35	No	-	-	-
35	Structure-Aware Convolutional Networks	0.35	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
36	DensE	0.349	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
37	QuatE	0.348	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
38	HAKE	0.346	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
39	RotatE + GreenKGC (Ours)	0.345	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
40	ConE	0.345	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
41	Rot-Pro	0.344	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
42	MDE_adv	0.344	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
43	DRUM (T=3)	0.343	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
44	HypER	0.341	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
45	RotatE	0.338	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
46	GFA-NN	0.338	No	-	-	Code
47	BoxE	0.337	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
48	SimKGCIB(+PB+SN)	0.336	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
49	MuRP	0.336	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
50	TransE + GreenKGC (Ours)	0.331	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
51	pRotatE	0.328	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
52	ConvE	0.325	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
53	RotatE	0.314	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
54	LP-BERT	0.31	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
55	ConvKB (Corrected)	0.309	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
56	ComplEx NSCaching	0.3021	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
57	KGRefiner	0.302	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
58	TransE	0.2904	No	-	-	Code
59	JoBi ComplEx	0.29	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
60	KGLM	0.289	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
61	KBGAN (TransD + ComplEx)	0.277	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code
62	MLMLM	0.2591	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
63	TransD	0.2527	No	-	-	Code
64	DistMult	0.241	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
65	RR-GCN-PPV	0.238	No	R-GCN: The R Could Stand for Random	2022-03-04	Code
66	KBAT (Corrected)	0.157	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
67	CapsE (Corrected)	0.032	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
68	Inverse Model	0.01	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1NBFNetSOTA
0.415
MRR· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#2MetaSD
0.391
MRR· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#3MoCoKGC
0.391
MRR
No paper
#4KG-R3 (this work)
0.39
MRR· 2022-12-19
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Code
#5ComplEx-N3-RP
0.389
MRR· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#6SAFRAN
0.389
MRR· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#7MoCoSA
0.387
MRR· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#8DaBR
0.373
MRR· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#9HittERSOTA
0.373
MRR· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#10Relphormer
0.371
MRR· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#11ComplEx-DURA
0.371
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#12kNN-KGE
0.37
MRR· Extra Data· 2022-01-14
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings Code
#13MEIM
0.369
MRR· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#14NePTuNe
0.366
MRR· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#15CP-N3-RP
0.366
MRR· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#16MEI
0.365
MRR· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#17SE-GNN (ours)
0.365
MRR· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#18QuatDE
0.365
MRR· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#19StAR
0.365
MRR· Extra Data· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#20AutoKGESOTA
0.365
MRR· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#21RESCAL (SCE w/ LS pretrained)
0.364
MRR· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#22RESCAL (SCE w/ LS)
0.363
MRR· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#23GC-OTE
0.361
MRR· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#24SAttLE
0.36
MRR· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#25KERMIT
0.359
MRR· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#26TuckERSOTA
0.358
MRR· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#27LineaRE
0.357
MRR· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#28DistMult (after variational EM)
0.357
MRR· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings Code
#29CompGCN
0.355
MRR· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#30TuckER-RP
0.354
MRR· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#31InteractE
0.354
MRR· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#32RESCAL + Decom
0.354
MRR· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#33RefE
0.351
MRR· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#34ConvR
0.35
MRR
No paper
#35Structure-Aware Convolutional NetworksSOTA
0.35
MRR· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#36DensE
0.349
MRR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#37QuatE
0.348
MRR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#38HAKE
0.346
MRR· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#39RotatE + GreenKGC (Ours)
0.345
MRR· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#40ConE
0.345
MRR· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#41Rot-Pro
0.344
MRR· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#42MDE_adv
0.344
MRR· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#43DRUM (T=3)
0.343
MRR· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#44HypERSOTA
0.341
MRR· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#45RotatE
0.338
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#46GFA-NN
0.338
MRR
No paperCode
#47BoxE
0.337
MRR· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion Code
#48SimKGCIB(+PB+SN)
0.336
MRR· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#49MuRP
0.336
MRR· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#50TransE + GreenKGC (Ours)
0.331
MRR· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#51pRotatE
0.328
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#52ConvESOTA
0.325
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#53RotatE
0.314
MRR· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#54LP-BERT
0.31
MRR· Extra Data· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#55ConvKB (Corrected)
0.309
MRR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#56ComplEx NSCaching
0.3021
MRR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#57KGRefiner
0.302
MRR· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#58TransE
0.2904
MRR
No paperCode
#59JoBi ComplEx
0.29
MRR· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#60KGLM
0.289
MRR· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#61KBGAN (TransD + ComplEx)
0.277
MRR· 2017-11-11
KBGAN: Adversarial Learning for Knowledge Graph Embeddings Code
#62MLMLM
0.2591
MRR· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#63TransD
0.2527
MRR
No paperCode
#64DistMultSOTA
0.241
MRR· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#65RR-GCN-PPV
0.238
MRR· 2022-03-04
R-GCN: The R Could Stand for Random Code
#66KBAT (Corrected)
0.157
MRR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#67CapsE (Corrected)
0.032
MRR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#68Inverse Model
0.01
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code