Link Prediction on WN18RR

Metric: Hits@3 (higher is better)

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#	Model↕	Hits@3▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.792	No	-	-	-
2	KERMIT	0.738	No	KERMIT: Knowledge Graph Completion of Enhanced R...	2023-09-26	Code
3	MoCoSA	0.737	No	MoCoSA: Momentum Contrast for Knowledge Graph Co...	2023-08-16	-
4	SimKGCIB(+PB+SN)	0.731	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
5	C-LMKE(bert-base)	0.671	No	Language Models as Knowledge Embeddings	2022-06-25	Code
6	LERP	0.634	No	Logical Entity Representation in Knowledge-Graph...	2023-05-22	Code
7	NBFNet	0.573	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
8	LP-BERT	0.563	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
9	MLMLM	0.5418	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
10	KGLM	0.538	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
11	DaBR	0.538	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
12	GAAT	0.525	No	-	-	-
13	MEIM	0.518	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
14	HittER	0.516	No	HittER: Hierarchical Transformers for Knowledge ...	2020-08-28	Code
15	HAKE	0.516	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
16	ConE	0.515	No	Modeling Heterogeneous Hierarchies with Relation...	2021-10-28	Code
17	RotH	0.514	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
18	DRUM (T=3)	0.513	No	DRUM: End-To-End Differentiable Rule Mining On K...	2019-10-31	Code
19	GC-OTE	0.511	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
20	QuatDE	0.509	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
21	LineaRE	0.509	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
22	SE-GNN (ours)	0.509	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
23	QuatE	0.508	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
24	DensE	0.508	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
25	SAttLE	0.508	No	Self-attention Presents Low-dimensional Knowledg...	2021-12-20	Code
26	NePTuNe	0.507	No	NePTuNe: Neural Powered Tucker Network for Knowl...	2021-04-15	Code
27	ComplEx-N3-RP	0.505	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
28	DihEdral	0.505	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
29	MetaSD	0.504	No	Self-Distillation with Meta Learning for Knowled...	2023-05-20	Code
30	ComplEx (SCE w/ LS pretrained)	0.496	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
31	MEI	0.496	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
32	MuRP	0.495	No	Multi-relational Poincaré Graph Embeddings	2019-05-23	Code
33	CompGCN	0.494	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
34	RotatE	0.492	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
35	StAR(Self-Adp)	0.491	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
36	ComplEx (SCE w/ LS)	0.491	No	Unified Interpretation of Softmax Cross-Entropy ...	2021-06-14	Code
37	ProbCBR	0.49	No	Probabilistic Case-based Reasoning for Open-Worl...	2020-10-07	Code
38	ConvR	0.489	No	-	-	-
39	KBGAT	0.483	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
40	Rot-Pro	0.482	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
41	TuckER	0.482	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
42	Structure-Aware Convolutional Networks	0.48	No	End-to-end Structure-Aware Convolutional Network...	2018-11-11	Code
43	pRotatE	0.479	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
44	HypER	0.477	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
45	RESCAL + Decom	0.469	No	Decompressing Knowledge Graph Representations fo...	2019-11-11	Code
46	M-Walk	0.445	No	M-Walk: Learning to Walk over Graphs using Monte...	2018-02-12	-
47	ConvE	0.44	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
48	RotatE + GreenKGC (Ours)	0.43	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
49	GenKGC	0.403	No	From Discrimination to Generation: Knowledge Gra...	2022-02-04	Code
50	TransE + GreenKGC (Ours)	0.365	No	GreenKGC: A Lightweight Knowledge Graph Completi...	2022-08-19	Code
51	Inverse Model	0.35	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1MoCoKGC
0.792
Hits@3
No paper
#2KERMITSOTA
0.738
Hits@3· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation Code
#3MoCoSASOTA
0.737
Hits@3· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4SimKGCIB(+PB+SN)SOTA
0.731
Hits@3· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#5C-LMKE(bert-base)
0.671
Hits@3· 2022-06-25
Language Models as Knowledge Embeddings Code
#6LERP
0.634
Hits@3· 2023-05-22
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning Code
#7NBFNetSOTA
0.573
Hits@3· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#8LP-BERT
0.563
Hits@3· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#9MLMLMSOTA
0.5418
Hits@3· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#10KGLM
0.538
Hits@3· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#11DaBR
0.538
Hits@3· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#12GAAT
0.525
Hits@3
No paper
#13MEIM
0.518
Hits@3· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#14HittER
0.516
Hits@3· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings Code
#15HAKESOTA
0.516
Hits@3· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#16ConE
0.515
Hits@3· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones Code
#17RotH
0.514
Hits@3· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#18DRUM (T=3)SOTA
0.513
Hits@3· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Code
#19GC-OTE
0.511
Hits@3· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#20QuatDE
0.509
Hits@3· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#21LineaRE
0.509
Hits@3· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#22SE-GNN (ours)
0.509
Hits@3· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#23QuatESOTA
0.508
Hits@3· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#24DensE
0.508
Hits@3· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#25SAttLE
0.508
Hits@3· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction Code
#26NePTuNe
0.507
Hits@3· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion Code
#27ComplEx-N3-RP
0.505
Hits@3· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#28DihEdral
0.505
Hits@3· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#29MetaSD
0.504
Hits@3· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion Code
#30ComplEx (SCE w/ LS pretrained)
0.496
Hits@3· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#31MEI
0.496
Hits@3· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#32MuRP
0.495
Hits@3· 2019-05-23
Multi-relational Poincaré Graph Embeddings Code
#33CompGCN
0.494
Hits@3· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#34RotatESOTA
0.492
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#35StAR(Self-Adp)
0.491
Hits@3· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#36ComplEx (SCE w/ LS)
0.491
Hits@3· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding Code
#37ProbCBR
0.49
Hits@3· 2020-10-07
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion Code
#38ConvR
0.489
Hits@3
No paper
#39KBGAT
0.483
Hits@3· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Code
#40Rot-Pro
0.482
Hits@3· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#41TuckERSOTA
0.482
Hits@3· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#42Structure-Aware Convolutional NetworksSOTA
0.48
Hits@3· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Code
#43pRotatE
0.479
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#44HypERSOTA
0.477
Hits@3· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#45RESCAL + Decom
0.469
Hits@3· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction Code
#46M-WalkSOTA
0.445
Hits@3· 2018-02-12
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search
#47ConvESOTA
0.44
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#48RotatE + GreenKGC (Ours)
0.43
Hits@3· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#49GenKGC
0.403
Hits@3· 2022-02-04
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer Code
#50TransE + GreenKGC (Ours)
0.365
Hits@3· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method Code
#51Inverse Model
0.35
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code