Link Property Prediction on ogbl-wikikg2

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	RelEns	2176767622	No	Relation-aware Ensemble Learning for Knowledge G...	2023-10-13	Code
2	StarGraph + TripleRE + Text	1927395330	No	-	-	-
3	TransE (500dim)	1250569500	No	-	-	-
4	ComplEx (250dim)	1250569500	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
5	DistMult (500dim)	1250569500	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
6	RotatE (250dim)	1250435750	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
7	Rot-Pro	1000669602	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
8	RotPro	1000669602	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
9	CompoundE3D	750662700	No	Knowledge Graph Embedding with 3D Compound Geome...	2023-04-01	Code
10	tripleRE	500763337	No	-	-	-
11	TransERR	500441802	No	TransERR: Translation-based Knowledge Graph Embe...	2023-06-26	Code
12	ComplEx-N3-RP (100dim)	500334800	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
13	PairRE (200dim)	500334800	No	PairRE: Knowledge Graph Embeddings via Paired Re...	2020-11-07	Code
14	AutoSF	500227800	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
15	ComplEx-RP (50dim)	250167400	No	-	-	-
16	ComplEx-N3-RP (50dim)	250167400	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
17	ComplEx (50dim)	250113900	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
18	DistMult (100dim)	250113900	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
19	TransE (100dim)	250113900	No	-	-	-
20	RotatE (50dim)	250087150	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
21	InterHT+	156332770	No	InterHT: Knowledge Graph Embeddings by Interacti...	2022-02-10	-
22	InterHT+ (256dim)	148000738	No	InterHT: Knowledge Graph Embeddings by Interacti...	2022-02-10	-
23	StarGraph + TripleRE	86762146	No	StarGraph: Knowledge Representation Learning bas...	2022-05-27	Code
24	AutoWeird	19215402	No	AutoWeird: Weird Translational Scoring Function ...	2022-07-24	-
25	TranS	19215402	No	TranS: Transition-based Knowledge Graph Embeddin...	2022-04-18	-
26	InterHT	19215402	No	InterHT: Knowledge Graph Embeddings by Interacti...	2022-02-10	-
27	TripleRE + NodePiece	7289002	No	-	-	-
28	NodePiece + AutoSF	6860602	No	NodePiece: Compositional and Parameter-Efficient...	2021-06-23	Code
29	A*Net	6831201	No	A*Net: A Scalable Path-based Reasoning Approach ...	2022-06-07	Code
30	A*Net	6831201	No	A*Net: A Scalable Path-based Reasoning Approach ...	2022-06-07	Code

#1RelEnsSOTA
2176767622
Number of params· 2023-10-13
Relation-aware Ensemble Learning for Knowledge Graph Embedding Code
#2StarGraph + TripleRE + Text
1927395330
Number of params
No paper
#3TransE (500dim)
1250569500
Number of params
No paper
#4ComplEx (250dim)
1250569500
Number of params· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#5DistMult (500dim)SOTA
1250569500
Number of params· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#6RotatE (250dim)
1250435750
Number of params· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#7Rot-Pro
1000669602
Number of params· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#8RotPro
1000669602
Number of params· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#9CompoundE3D
750662700
Number of params· 2023-04-01
Knowledge Graph Embedding with 3D Compound Geometric Transformations Code
#10tripleRE
500763337
Number of params
No paper
#11TransERR
500441802
Number of params· 2023-06-26
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation Code
#12ComplEx-N3-RP (100dim)
500334800
Number of params· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#13PairRE (200dim)
500334800
Number of params· 2020-11-07
PairRE: Knowledge Graph Embeddings via Paired Relation Vectors Code
#14AutoSF
500227800
Number of params· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#15ComplEx-RP (50dim)
250167400
Number of params
No paper
#16ComplEx-N3-RP (50dim)
250167400
Number of params· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#17ComplEx (50dim)
250113900
Number of params· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#18DistMult (100dim)
250113900
Number of params· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#19TransE (100dim)
250113900
Number of params
No paper
#20RotatE (50dim)
250087150
Number of params· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#21InterHT+
156332770
Number of params· 2022-02-10
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities
#22InterHT+ (256dim)
148000738
Number of params· 2022-02-10
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities
#23StarGraph + TripleRE
86762146
Number of params· 2022-05-27
StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph Code
#24AutoWeird
19215402
Number of params· 2022-07-24
AutoWeird: Weird Translational Scoring Function Identified by Random Search
#25TranS
19215402
Number of params· 2022-04-18
TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation
#26InterHT
19215402
Number of params· 2022-02-10
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities
#27TripleRE + NodePiece
7289002
Number of params
No paper
#28NodePiece + AutoSF
6860602
Number of params· 2021-06-23
NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs Code
#29A*Net
6831201
Number of params· 2022-06-07
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs Code
#30A*Net
6831201
Number of params· 2022-06-07
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs Code