Leaderboards for Link Property Prediction

Check leaderboards for
- ogbl-ppa
- ogbl-collab
- ogbl-ddi
- ogbl-citation
- ogbl-wikikg
- ogbl-biokg

The bold method name indicates that the implementation is official (by the author of the original paper).
Package denotes the required package version for each dataset to be eligible for the leaderboard.


Leaderboard for ogbl-ppa

The Hits@100 score on the test set. The higher, the better.

Package: >=1.1.1

Rank Method Hits@100 Contact References #Params Hardware Date
1 Matrix Factorization 0.3229 ± 0.0094 Matthias Fey – OGB team Paper, Code 147,662,849 GeForce RTX 2080 (11GB GPU) May 1, 2020
2 DeepWalk 0.2302 ± 0.0163 Hao Xiong (DGL) Paper, Code 150,138,741 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
3 Node2vec 0.2226 ± 0.0083 Matthias Fey – OGB team Paper, Code 73,878,913 GeForce RTX 2080 (11GB GPU) May 1, 2020
4 GCN 0.1867 ± 0.0132 Matthias Fey – OGB team Paper, Code 278,529 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
5 GraphSAGE 0.1655 ± 0.0240 Matthias Fey – OGB team Paper, Code 424,449 GeForce RTX 2080 (11GB GPU) Jun 25, 2020


Leaderboard for ogbl-collab

The Hits@50 score on the test set. The higher, the better.

Package: >=1.2.1

Rank Method Hits@50 Contact References #Params Hardware Date
1 DeepWalk 0.5037 ± 0.0034 Hao Xiong (DGL) Paper, Code 61,390,187 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
2 Node2vec 0.4888 ± 0.0054 Matthias Fey – OGB team Paper, Code 30,322,945 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
3 GraphSAGE 0.4810 ± 0.0081 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
4 GCN 0.4475 ± 0.0107 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
5 Matrix Factorization 0.3886 ± 0.0029 Matthias Fey – OGB team Paper, Code 60,514,049 GeForce RTX 2080 (11GB GPU) Jun 22, 2020


Leaderboard for ogbl-ddi

The Hits@20 score on the test set. The higher, the better.

Package: >=1.2.1

Rank Method Hits@20 Contact References #Params Hardware Date
1 GraphSAGE 0.5390 ± 0.0474 Matthias Fey – OGB team Paper, Code 1,421,057 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
2 GCN 0.3707 ± 0.0507 Matthias Fey – OGB team Paper, Code 1,289,985 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
3 Node2vec 0.2326 ± 0.0209 Matthias Fey – OGB team Paper, Code 645,249 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
4 DeepWalk 0.2246 ± 0.0290 Hao Xiong (DGL) Paper, Code 1,543,913 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
5 Matrix Factorization 0.1368 ± 0.0475 Matthias Fey – OGB team Paper, Code 1,224,193 GeForce RTX 2080 (11GB GPU) Jun 10, 2020


Leaderboard for ogbl-citation

The MRR score on the test set. The higher, the better.

Package: >=1.1.1

Rank Method MRR Contact References #Params Hardware Date
1 Full-batch GCN 0.8456 ± 0.0110 Matthias Fey – OGB team Paper, Code 296,449 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
2 Full-batch GraphSAGE 0.8228 ± 0.0084 Matthias Fey – OGB team Paper, Code 460,289 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
3 DeepWalk 0.8148 ± 0.0004 Hao Xiong (DGL) Paper, Code 757,943,019 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
4 NeighborSampling (SAGE aggr) 0.8048 ± 0.0015 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
5 ClusterGCN (GCN aggr) 0.8021 ± 0.0029 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
6 GraphSAINT (GCN aggr) 0.7943 ± 0.0043 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
7 Node2vec 0.5964 ± 0.0011 Matthias Fey – OGB team Paper, Code 374,911,105 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
8 Matrix Factorization 0.5316 ± 0.0565 Matthias Fey – OGB team Paper, Code 281,113,505 GeForce RTX 2080 (11GB GPU) Jun 10, 2020


Leaderboard for ogbl-wikikg

The MRR score on the test set. The higher, the better.

Package: >=1.1.1

Rank Method MRR Contact References #Params Hardware Date
1 TransE (600dim) 0.4536 ± 0.0028 Hongyu Ren – OGB team Paper, Code 1,500,683,400 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
2 ComplEx (300dim) 0.4028 ± 0.0033 Hongyu Ren – OGB team Paper, Code 1,500,683,400 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
3 ComplEx (50dim) 0.3877 ± 0.0051 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) May 1, 2020
4 RotatE (300dim) 0.3626 ± 0.0041 Hongyu Ren – OGB team Paper, Code 1,500,522,900 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
5 DistMult (600dim) 0.3612 ± 0.0030 Hongyu Ren – OGB team Paper, Code 1,500,683,400 Quadro RTX 8000 (48GB GPU) Jun 20, 2020
6 DistMult (100dim) 0.3434 ± 0.0079 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) May 1, 2020
7 RotatE (50dim) 0.2681 ± 0.0047 Hongyu Ren – OGB team Paper, Code 250,087,150 GeForce RTX 2080 (11GB GPU) May 1, 2020
8 TransE (100dim) 0.2535 ± 0.0036 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) May 1, 2020


Leaderboard for ogbl-biokg

The MRR score on the test set. The higher, the better.

Package: >=1.2.0

Rank Method MRR Contact References #Params Hardware Date
1 ComplEx 0.8095 ± 0.0007 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
2 DistMult 0.8043 ± 0.0003 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
3 RotatE 0.7989 ± 0.0004 Hongyu Ren – OGB team Paper, Code 187,597,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
4 TransE 0.7452 ± 0.0004 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020