Link Prediction on WN18RR

Metric: MR (higher is better)

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#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	13526	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	HypER	5796	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
3	ComplEx NSCaching	5365	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
4	InteractE	5202	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
5	CompGCN	3533	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
6	GFA-NN	3390	No	-	-	Code
7	RotatE	3340	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
8	MDE_adv	3219	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
9	SE-GNN (ours)	3211	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
10	DensE	3052	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
11	pRotatE	2923	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
12	GC-OTE	2715	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
13	ConvKB	2554	No	A Novel Embedding Model for Knowledge Base Compl...	2017-12-06	Code
14	QuatE	2314	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
15	QuatDE	1977	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
16	KBGAT	1940	No	Learning Attention-based Embeddings for Relation...	2019-06-04	Code
17	LineaRE	1644	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
18	MLMLM	1603	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
19	GAAT	1270	No	-	-	-
20	DaBR	899	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code
21	CapsE	719	No	A Capsule Network-based Embedding Model for Know...	2018-08-13	Code
22	KGRefiner	683	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
23	NBFNet	636	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
24	KG-BERT	97	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
25	LP-BERT	92	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
26	C-LMKE(bert-base)	79	No	Language Models as Knowledge Embeddings	2022-06-25	Code
27	PALT	61	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
28	StAR(Self-Adp)	51	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
29	KGLM	40.18	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
30	LASS	35	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code

#1Inverse ModelSOTA
13526
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#2HypER
5796
MR· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#3ComplEx NSCaching
5365
MR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#4InteractE
5202
MR· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#5CompGCN
3533
MR· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#6GFA-NN
3390
MR
No paperCode
#7RotatE
3340
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#8MDE_adv
3219
MR· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#9SE-GNN (ours)
3211
MR· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#10DensE
3052
MR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#11pRotatE
2923
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#12GC-OTE
2715
MR· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#13ConvKB
2554
MR· 2017-12-06
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network Code
#14QuatE
2314
MR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#15QuatDE
1977
MR· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#16KBGAT
1940
MR· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Code
#17LineaRE
1644
MR· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#18MLMLM
1603
MR· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#19GAAT
1270
MR
No paper
#20DaBR
899
MR· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code
#21CapsE
719
MR· 2018-08-13
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization Code
#22KGRefiner
683
MR· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#23NBFNet
636
MR· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#24KG-BERT
97
MR· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#25LP-BERT
92
MR· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#26C-LMKE(bert-base)
79
MR· 2022-06-25
Language Models as Knowledge Embeddings Code
#27PALT
61
MR· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#28StAR(Self-Adp)
51
MR· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#29KGLM
40.18
MR· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#30LASS
35
MR· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code