Link Property Prediction on ogbl-biokg

Metric: Number of params (higher is better)

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#	Model↕	Number of params▼	Extra Data	Paper	Date↕	Code
1	RelEns	849427106	No	Relation-aware Ensemble Learning for Knowledge G...	2023-10-13	Code
2	TripleRE	469630002	No	-	-	-
3	AutoBLM-KGBench	192047104	No	Bilinear Scoring Function Search for Knowledge G...	2021-07-01	Code
4	ComplEx-N3-RP	187750000	No	Relation Prediction as an Auxiliary Training Obj...	2021-10-06	Code
5	ComplEx-RP (1000dim)	187750000	No	-	-	-
6	PairRE	187750000	No	PairRE: Knowledge Graph Embeddings via Paired Re...	2020-11-07	Code
7	ComplEx^2	187648000	No	How to Turn Your Knowledge Graph Embeddings into...	2023-05-25	Code
8	ComplEx^2	187648000	No	How to Turn Your Knowledge Graph Embeddings into...	2023-05-25	Code
9	ComplEx	187648000	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
10	DistMult	187648000	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
11	TransE	187648000	No	-	-	-
12	RotatE	187597000	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
13	UniBi	181654170	No	Prior Bilinear Based Models for Knowledge Graph ...	2023-09-25	Code
14	AutoSF	93824000	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
15	NBFNet	734209	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code

#1RelEnsSOTA
849427106
Number of params· 2023-10-13
Relation-aware Ensemble Learning for Knowledge Graph Embedding Code
#2TripleRE
469630002
Number of params
No paper
#3AutoBLM-KGBenchSOTA
192047104
Number of params· 2021-07-01
Bilinear Scoring Function Search for Knowledge Graph Learning Code
#4ComplEx-N3-RP
187750000
Number of params· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Code
#5ComplEx-RP (1000dim)
187750000
Number of params
No paper
#6PairRESOTA
187750000
Number of params· 2020-11-07
PairRE: Knowledge Graph Embeddings via Paired Relation Vectors Code
#7ComplEx^2
187648000
Number of params· 2023-05-25
How to Turn Your Knowledge Graph Embeddings into Generative Models Code
#8ComplEx^2
187648000
Number of params· 2023-05-25
How to Turn Your Knowledge Graph Embeddings into Generative Models Code
#9ComplEx
187648000
Number of params· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#10DistMultSOTA
187648000
Number of params· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#11TransE
187648000
Number of params
No paper
#12RotatE
187597000
Number of params· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#13UniBi
181654170
Number of params· 2023-09-25
Prior Bilinear Based Models for Knowledge Graph Completion Code
#14AutoSF
93824000
Number of params· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#15NBFNet
734209
Number of params· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code