Link Prediction on WN18RR

Metric: Hits@10 (higher is better)

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Results

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.881	No	-	-	-
2	KERMIT	0.832	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
3	MoCoSA	0.82	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	SimKGCIB(+PB+SN)	0.817	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
5	C-LMKE(bert-base)	0.789	No	Language Models as Knowledge Embeddings	2022-06-25	Code
6	LASS	0.786	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
7	LP-BERT	0.752	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
8	KGLM	0.741	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
9	StAR(Self-Adp)	0.709	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
10	PALT	0.693	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
11	LERP	0.682	No	Logical Entity Representation in Knowledge-Graph...	2023-05-22	Code
12	NBFNet	0.666	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
13	DaBR	0.622	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
14	MLMLM	0.611	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
15	GAAT	0.604	No	-	-	-
16	Relphormer	0.591	No	Relphormer: Relational Graph Transformer for Kno...	2022-05-22	Code
17	M3GM	0.5902	No	Predicting Semantic Relations using Global Graph...	2018-08-27	Code
18	RotH	0.586	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
19	DRUM (T=3)	0.586	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
20	QuatDE	0.586	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
21	HittER	0.584	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
22	GC-OTE	0.583	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
23	HAKE	0.582	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
24	QuatE	0.582	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
25	KBGAT	0.581	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
26	ConE	0.579	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
27	DensE	0.579	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
28	LineaRE	0.578	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
29	ComplEx-N3-RP	0.578	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
30	SAFRAN (white box, rule based)	0.578	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
31	MEIM	0.577	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
32	Rot-Pro	0.577	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
33	RESCAL-DURA	0.577	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
34	GFA-NN	0.575	No	-	-	Code
35	SE-GNN (ours)	0.572	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
36	RotatE	0.571	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
37	MetaSD	0.57	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
38	ComplEx-N3 (reciprocal)	0.57	No	Canonical Tensor Decomposition for Knowledge Bas...	2018-06-19	Code
39	KGRefiner	0.57	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
40	AutoSF	0.567	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
41	MuRP	0.566	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
42	CoPER-ConvE	0.5612	No	-	-	Code
43	MDE_adv	0.56	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
44	CapsE	0.56	No	A Capsule Network-based Embedding Model for Know...	2018-08-13	Code
45	SAttLE	0.558	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
46	NePTuNe	0.557	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
47	DihEdral	0.557	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
48	TransE	0.5555	No	-	-	Code
49	ComplEx (SCE w/ LS pretrained)	0.553	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
50	pRotatE	0.552	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
51	CP-DURA	0.552	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
52	MEI	0.551	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
53	ProbCBR	0.55	No	Probabilistic Case-based Reasoning for Open-Worl...	2020-10-07	Code
54	CompGCN	0.546	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
55	ComplEx (SCE w/ LS)	0.546	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
56	Structure-Aware Convolutional Networks	0.54	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
57	ConvR	0.537	No	-	-	-
58	GenKGC	0.535	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
59	InteractE	0.528	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
60	TuckER	0.526	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
61	ConvKB	0.525	No	A Novel Embedding Model for Knowledge Base Compl...	2017-12-06	Code
62	KG-BERT	0.524	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
63	HypER	0.522	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
64	ConvE	0.52	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
65	RESCAL + Decom	0.515	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
66	ComplEx	0.51	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
67	ComplEx NSCaching	0.5089	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
68	RotatE + GreenKGC (Ours)	0.491	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
69	KBGAN (TransD + ComplEx)	0.469	No	KBGAN: Adversarial Learning for Knowledge Graph ...	2017-11-11	Code
70	TransE + GreenKGC (Ours)	0.413	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
71	Inverse Model	0.35	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1MoCoKGC
0.881
Hits@10
No paper
#2KERMITSOTA
0.832
Hits@10· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#3MoCoSASOTA
0.82
Hits@10· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4SimKGCIB(+PB+SN)SOTA
0.817
Hits@10· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#5C-LMKE(bert-base)
0.789
Hits@10· 2022-06-25
Language Models as Knowledge Embeddings Code
#6LASS
0.786
Hits@10· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code
#7LP-BERTSOTA
0.752
Hits@10· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#8KGLM
0.741
Hits@10· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#9StAR(Self-Adp)SOTA
0.709
Hits@10· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#10PALT
0.693
Hits@10· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#11LERP
0.682
Hits@10· 2023-05-22
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning Code
#12NBFNet
0.666
Hits@10· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#13DaBR
0.622
Hits@10· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#14MLMLM
0.611
Hits@10· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#15GAAT
0.604
Hits@10
No paper
#16Relphormer
0.591
Hits@10· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations Code
#17M3GMSOTA
0.5902
Hits@10· 2018-08-27
Predicting Semantic Relations using Global Graph Properties Code
#18RotH
0.586
Hits@10· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#19DRUM (T=3)
0.586
Hits@10· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#20QuatDE
0.586
Hits@10· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#21HittER
0.584
Hits@10· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#22GC-OTE
0.583
Hits@10· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#23HAKE
0.582
Hits@10· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#24QuatE
0.582
Hits@10· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#25KBGAT
0.581
Hits@10· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Code
#26ConE
0.579
Hits@10· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#27DensE
0.579
Hits@10· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#28LineaRE
0.578
Hits@10· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#29ComplEx-N3-RP
0.578
Hits@10· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#30SAFRAN (white box, rule based)
0.578
Hits@10· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#31MEIM
0.577
Hits@10· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#32Rot-Pro
0.577
Hits@10· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#33RESCAL-DURA
0.577
Hits@10· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#34GFA-NN
0.575
Hits@10
No paperCode
#35SE-GNN (ours)
0.572
Hits@10· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#36RotatE
0.571
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#37MetaSD
0.57
Hits@10· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#38ComplEx-N3 (reciprocal)SOTA
0.57
Hits@10· 2018-06-19
Canonical Tensor Decomposition for Knowledge Base Completion Code
#39KGRefiner
0.57
Hits@10· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#40AutoSF
0.567
Hits@10· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#41MuRP
0.566
Hits@10· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#42CoPER-ConvE
0.5612
Hits@10
No paperCode
#43MDE_adv
0.56
Hits@10· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#44CapsE
0.56
Hits@10· 2018-08-13
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization Code
#45SAttLE
0.558
Hits@10· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#46NePTuNe
0.557
Hits@10· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#47DihEdral
0.557
Hits@10· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#48TransE
0.5555
Hits@10
No paperCode
#49ComplEx (SCE w/ LS pretrained)
0.553
Hits@10· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#50pRotatE
0.552
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#51CP-DURA
0.552
Hits@10· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#52MEI
0.551
Hits@10· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#53ProbCBR
0.55
Hits@10· 2020-10-07
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion Code
#54CompGCN
0.546
Hits@10· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#55ComplEx (SCE w/ LS)
0.546
Hits@10· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#56Structure-Aware Convolutional Networks
0.54
Hits@10· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#57ConvR
0.537
Hits@10
No paper
#58GenKGC
0.535
Hits@10· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#59InteractE
0.528
Hits@10· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#60TuckER
0.526
Hits@10· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#61ConvKBSOTA
0.525
Hits@10· 2017-12-06
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network Code
#62KG-BERT
0.524
Hits@10· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#63HypER
0.522
Hits@10· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#64ConvESOTA
0.52
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#65RESCAL + Decom
0.515
Hits@10· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#66ComplExSOTA
0.51
Hits@10· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#67ComplEx NSCaching
0.5089
Hits@10· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#68RotatE + GreenKGC (Ours)
0.491
Hits@10· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#69KBGAN (TransD + ComplEx)
0.469
Hits@10· 2017-11-11
KBGAN: Adversarial Learning for Knowledge Graph Embeddings Code
#70TransE + GreenKGC (Ours)
0.413
Hits@10· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#71Inverse Model
0.35
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code