Link Prediction on WN18RR

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.665	No	-	-	-
2	KERMIT	0.629	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
3	MoCoSA	0.624	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	LERP	0.593	No	Logical Entity Representation in Knowledge-Graph...	2023-05-22	Code
5	SimKGCIB(+PB+SN)	0.588	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
6	C-LMKE(bert-base)	0.523	No	Language Models as Knowledge Embeddings	2022-06-25	Code
7	NBFNet	0.497	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
8	HittER	0.462	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
9	SAFRAN (white box, rule based)	0.459	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
10	MEIM	0.458	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
11	RESCAL-DURA	0.455	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
12	NePTuNe	0.455	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
13	SAttLE	0.454	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
14	M3GM	0.4537	No	Predicting Semantic Relations using Global Graph...	2018-08-27	Code
15	ConE	0.453	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
16	LineaRE	0.453	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
17	HAKE	0.452	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
18	DihEdral	0.452	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
19	DaBR	0.45	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
20	RotH	0.449	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
21	ComplEx-DURA	0.449	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
22	Relphormer	0.448	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
23	MetaSD	0.447	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
24	SE-GNN (ours)	0.446	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
25	ComplEx (SCE w/ LS pretrained)	0.444	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
26	MEI	0.444	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
27	DensE	0.443	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
28	ComplEx-N3-RP	0.443	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
29	CompGCN	0.443	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
30	ConvR	0.443	No	-	-	-
31	TuckER	0.443	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
32	GC-OTE	0.442	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
33	CP-DURA	0.441	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
34	ComplEx (SCE w/ LS)	0.441	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
35	CoPER-ConvE	0.4405	No	-	-	Code
36	MuRP	0.44	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
37	MLMLM	0.4391	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
38	QuatDE	0.438	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
39	QuatE	0.438	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
40	HypER	0.436	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
41	ProbCBR	0.43	No	Probabilistic Case-based Reasoning for Open-Worl...	2020-10-07	Code
42	Structure-Aware Convolutional Networks	0.43	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
43	InteractE	0.43	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
44	RotatE	0.428	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
45	RESCAL + Decom	0.427	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
46	DRUM (T=3)	0.425	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
47	GAAT	0.424	No	-	-	-
48	TransE	0.4226	No	-	-	Code
49	pRotatE	0.417	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
50	M-Walk	0.414	No	M-Walk: Learning to Walk over Graphs using Monte...	2018-02-12	-
51	ComplEx	0.41	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
52	ConvE	0.4	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
53	Rot-Pro	0.397	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
54	DisMult	0.39	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
55	KBGAT	0.361	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
56	Inverse Model	0.35	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
57	LP-BERT	0.343	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
58	KGLM	0.33	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
59	TransE + GreenKGC (Ours)	0.3	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
60	GenKGC	0.287	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
61	StAR(Self-Adp)	0.243	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code

#1MoCoKGC
0.665
Hits@1
No paper
#2KERMITSOTA
0.629
Hits@1· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#3MoCoSASOTA
0.624
Hits@1· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4LERPSOTA
0.593
Hits@1· 2023-05-22
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning Code
#5SimKGCIB(+PB+SN)SOTA
0.588
Hits@1· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#6C-LMKE(bert-base)
0.523
Hits@1· 2022-06-25
Language Models as Knowledge Embeddings Code
#7NBFNetSOTA
0.497
Hits@1· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#8HittERSOTA
0.462
Hits@1· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#9SAFRAN (white box, rule based)
0.459
Hits@1· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#10MEIM
0.458
Hits@1· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#11RESCAL-DURA
0.455
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#12NePTuNe
0.455
Hits@1· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#13SAttLE
0.454
Hits@1· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#14M3GMSOTA
0.4537
Hits@1· 2018-08-27
Predicting Semantic Relations using Global Graph Properties Code
#15ConE
0.453
Hits@1· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#16LineaRE
0.453
Hits@1· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#17HAKE
0.452
Hits@1· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#18DihEdral
0.452
Hits@1· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#19DaBR
0.45
Hits@1· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#20RotH
0.449
Hits@1· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#21ComplEx-DURA
0.449
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#22Relphormer
0.448
Hits@1· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#23MetaSD
0.447
Hits@1· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#24SE-GNN (ours)
0.446
Hits@1· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#25ComplEx (SCE w/ LS pretrained)
0.444
Hits@1· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#26MEI
0.444
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#27DensE
0.443
Hits@1· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#28ComplEx-N3-RP
0.443
Hits@1· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#29CompGCN
0.443
Hits@1· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#30ConvR
0.443
Hits@1
No paper
#31TuckER
0.443
Hits@1· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#32GC-OTE
0.442
Hits@1· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#33CP-DURA
0.441
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#34ComplEx (SCE w/ LS)
0.441
Hits@1· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#35CoPER-ConvE
0.4405
Hits@1
No paperCode
#36MuRP
0.44
Hits@1· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#37MLMLM
0.4391
Hits@1· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#38QuatDE
0.438
Hits@1· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#39QuatE
0.438
Hits@1· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#40HypERSOTA
0.436
Hits@1· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#41ProbCBR
0.43
Hits@1· 2020-10-07
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion Code
#42Structure-Aware Convolutional Networks
0.43
Hits@1· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#43InteractE
0.43
Hits@1· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#44RotatE
0.428
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#45RESCAL + Decom
0.427
Hits@1· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#46DRUM (T=3)
0.425
Hits@1· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#47GAAT
0.424
Hits@1
No paper
#48TransE
0.4226
Hits@1
No paperCode
#49pRotatE
0.417
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#50M-WalkSOTA
0.414
Hits@1· 2018-02-12
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search
#51ComplExSOTA
0.41
Hits@1· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#52ConvE
0.4
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#53Rot-Pro
0.397
Hits@1· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#54DisMultSOTA
0.39
Hits@1· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#55KBGAT
0.361
Hits@1· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Code
#56Inverse Model
0.35
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#57LP-BERT
0.343
Hits@1· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#58KGLM
0.33
Hits@1· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#59TransE + GreenKGC (Ours)
0.3
Hits@1· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#60GenKGC
0.287
Hits@1· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#61StAR(Self-Adp)
0.243
Hits@1· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code