Link Prediction on FB15k-237

Metric: MR (higher is better)

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#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	7030	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	CapsE (Corrected)	446	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
3	LogicENN	424	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
4	MLMLM	411	No	MLMLM: Link Prediction with Mean Likelihood Mask...	2020-09-15	-
5	ConvKB (Corrected)	309	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
6	KBAT (Corrected)	270	No	A Re-evaluation of Knowledge Graph Completion Me...	2019-11-10	Code
7	ComplEx NSCaching	221	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
8	MDE_adv	203	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code
9	KGRefiner	203	No	KGRefiner: Knowledge Graph Refinement for Improv...	2021-06-27	-
10	CompGCN	197	No	Composition-based Multi-Relational Graph Convolu...	2019-11-08	Code
11	GFA-NN	186	No	-	-	Code
12	kNN-KGE	185	Yes	Reasoning Through Memorization: Nearest Neighbor...	2022-01-14	Code
13	pRotatE	178	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
14	RotatE	177	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
15	RotatE	176	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
16	InteractE	172	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
17	DensE	169	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
18	ComplEx-N3-RP	163	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
19	SE-GNN (ours)	157	No	How Does Knowledge Graph Embedding Extrapolate t...	2021-09-24	Code
20	LineaRE	155	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
21	GC-OTE	154	No	Orthogonal Relation Transforms with Graph Contex...	2019-11-09	-
22	LP-BERT	154	Yes	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
23	KG-BERT	153	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
24	PALT	144	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
25	KGLM	125.9	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
26	StAR	117	Yes	Structure-Augmented Text Representation Learning...	2020-04-30	Code
27	NBFNet	114	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
28	LASS	108	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
29	QuatDE	90	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
30	QuatE	87	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
31	DaBR	83	No	Distance-Adaptive Quaternion Knowledge Graph Emb...	2024-12-05	Code

#1Inverse ModelSOTA
7030
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#2CapsE (Corrected)
446
MR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#3LogicENN
424
MR· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#4MLMLM
411
MR· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#5ConvKB (Corrected)
309
MR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#6KBAT (Corrected)
270
MR· 2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods Code
#7ComplEx NSCaching
221
MR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#8MDE_adv
203
MR· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code
#9KGRefiner
203
MR· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#10CompGCN
197
MR· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks Code
#11GFA-NN
186
MR
No paperCode
#12kNN-KGE
185
MR· Extra Data· 2022-01-14
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings Code
#13pRotatE
178
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#14RotatE
177
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#15RotatE
176
MR· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#16InteractE
172
MR· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#17DensE
169
MR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#18ComplEx-N3-RP
163
MR· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#19SE-GNN (ours)
157
MR· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Code
#20LineaRE
155
MR· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#21GC-OTE
154
MR· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#22LP-BERT
154
MR· Extra Data· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#23KG-BERT
153
MR· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#24PALT
144
MR· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#25KGLM
125.9
MR· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#26StAR
117
MR· Extra Data· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#27NBFNet
114
MR· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#28LASS
108
MR· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code
#29QuatDE
90
MR· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#30QuatE
87
MR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#31DaBR
83
MR· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation Code