Leaderboards for Link Property Prediction

Check leaderboards for
- ogbl-ppa
- ogbl-collab
- ogbl-ddi
- ogbl-citation2
- ogbl-wikikg2
- 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 and validation sets. The higher, the better.

Package: >=1.1.1

Rank Method Test Hits@100 Validation Hits@100 Contact References #Params Hardware Date
1 SEAL 0.4880 ± 0.0316 0.5125 ± 0.0252 Muhan Zhang Paper, Code 709,122 GeForce RTX 2080S (8GB GPU) Oct 14, 2020
2 Adamic Adar 0.3245 ± 0.0000 0.3268 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
3 Matrix Factorization 0.3229 ± 0.0094 0.3228 ± 0.0428 Matthias Fey – OGB team Paper, Code 147,662,849 GeForce RTX 2080 (11GB GPU) May 1, 2020
4 DeepWalk 0.2888 ± 0.0153 Please tell us Hao Xiong (DGL) Paper, Code 150,138,741 g4dn.2xlarge, T4 (15GB GPU) Jul 23, 2020
5 Common Neighbor 0.2765 ± 0.0000 0.2823 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
6 DeepWalk 0.2302 ± 0.0163 Please tell us Hao Xiong (DGL) Paper, Code 150,138,741 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
7 Node2vec 0.2226 ± 0.0083 0.2253 ± 0.0088 Matthias Fey – OGB team Paper, Code 73,878,913 GeForce RTX 2080 (11GB GPU) May 1, 2020
8 GCN 0.1867 ± 0.0132 0.1845 ± 0.0140 Matthias Fey – OGB team Paper, Code 278,529 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
9 GraphSAGE 0.1655 ± 0.0240 0.1724 ± 0.0264 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 and validation sets. The higher, the better.

Package: >=1.2.1

Rank Method Test Hits@50 Validation Hits@50 Contact References #Params Hardware Date
1 Adamic Adar 0.6417 ± 0.0000 0.6349 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
2 SEAL (val as input) 0.6364 ± 0.0071 0.6389 ± 0.0049 Muhan Zhang Paper, Code 76,482 GeForce RTX 2080S (8GB GPU) Oct 22, 2020
3 Common Neighbor 0.6137 ± 0.0000 0.6036 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
4 GraphSAGE (val as input) 0.5463 ± 0.0112 0.5688 ± 0.0077 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Oct 19, 2020
5 SEAL 0.5371 ± 0.0047 0.6389 ± 0.0049 Muhan Zhang Paper, Code 76,482 GeForce Tesla P100 (16GB GPU) Oct 14, 2020
6 DeeperGCN 0.5273 ± 0.0047 0.6187 ± 0.0045 Guohao Li - DeepGCNs.org Paper, Code 117,383 NVIDIA Tesla V100 (32GB GPU) Oct 21, 2020
7 LRGA + GCN 0.5221 ± 0.0072 0.6088 ± 0.0059 Omri Puny Paper, Code 1,069,489 Tesla P100 (16GB GPU) Aug 5, 2020
8 DeepWalk 0.5037 ± 0.0034 Please tell us Hao Xiong (DGL) Paper, Code 61,390,187 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
9 Node2vec 0.4888 ± 0.0054 0.5703 ± 0.0052 Matthias Fey – OGB team Paper, Code 30,322,945 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
10 GraphSAGE 0.4810 ± 0.0081 0.5688 ± 0.0077 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
11 GCN (val as input) 0.4714 ± 0.0145 0.5263 ± 0.0115 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Oct 19, 2020
12 GCN 0.4475 ± 0.0107 0.5263 ± 0.0115 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
13 Matrix Factorization 0.3886 ± 0.0029 0.4896 ± 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 and validation sets. The higher, the better.

Package: >=1.2.1

Rank Method Test Hits@20 Validation Hits@20 Contact References #Params Hardware Date
1 MAD Learning 0.6781 ± 0.0294 0.7010 ± 0.0082 Yi Luo Paper, Code 1,228,897 Geforce GTX 1080 Ti (11GB GPU) Feb 10, 2021
2 LRGA + GCN 0.6230 ± 0.0912 0.6675 ± 0.0058 Omri Puny Paper, Code 1,576,081 Tesla P100 (16GB GPU) Aug 5, 2020
3 GCN+JKNet 0.6056 ± 0.0869 0.6776 ± 0.0095 Horace He (Cornell) Paper, Code 1,421,571 Geforce GTX 1080 Ti (11GB GPU) Sep 15, 2020
4 GraphSAGE 0.5390 ± 0.0474 0.6262 ± 0.0037 Matthias Fey – OGB team Paper, Code 1,421,057 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
5 GCN 0.3707 ± 0.0507 0.5550 ± 0.0208 Matthias Fey – OGB team Paper, Code 1,289,985 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
6 SEAL 0.3056 ± 0.0386 0.2849 ± 0.0269 Muhan Zhang Paper, Code 531,138 GeForce RTX 2080S (8GB GPU) Oct 14, 2020
7 DeepWalk 0.2642 ± 0.0610 Please tell us Hao Xiong (DGL) Paper, Code 11,543,913 g4dn.2xlarge, T4 (15GB GPU) Jul 23, 2020
8 Node2vec 0.2326 ± 0.0209 0.3292 ± 0.0121 Matthias Fey – OGB team Paper, Code 645,249 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
9 DeepWalk 0.2246 ± 0.0290 Please tell us Hao Xiong (DGL) Paper, Code 1,543,913 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
10 Adamic Adar 0.1861 ± 0.0000 0.0966 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
11 Common Neighbor 0.1773 ± 0.0000 0.0947 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
12 Matrix Factorization 0.1368 ± 0.0475 0.3370 ± 0.0264 Matthias Fey – OGB team Paper, Code 1,224,193 GeForce RTX 2080 (11GB GPU) Jun 10, 2020


Leaderboard for ogbl-citation2

The MRR score on the test and validation sets. The higher, the better.

Package: >=1.2.4

Deprecated ogbl-citation leaderboard can be found here.
Rank Method Test MRR Validation MRR Contact References #Params Hardware Date
1 SEAL 0.8767 ± 0.0032 0.8757 ± 0.0031 Muhan Zhang Paper, Code 260,802 Tesla V100 (32GB GPU) Feb 12, 2021
2 Full-batch GCN 0.8474 ± 0.0021 0.8479 ± 0.0023 Matthias Fey – OGB team Paper, Code 296,449 Quadro RTX 8000 (48GB GPU) Jan 4, 2021
3 Full-batch GraphSAGE 0.8260 ± 0.0036 0.8263 ± 0.0033 Matthias Fey – OGB team Paper, Code 460,289 Quadro RTX 8000 (48GB GPU) Jan 4, 2021
4 NeighborSampling (SAGE aggr) 0.8044 ± 0.0010 0.8054 ± 0.0009 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
5 ClusterGCN (GCN aggr) 0.8004 ± 0.0025 0.7994 ± 0.0025 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
6 GraphSAINT (GCN aggr) 0.7985 ± 0.0040 0.7975 ± 0.0039 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
7 Node2vec 0.6141 ± 0.0011 0.6124 ± 0.0011 Matthias Fey – OGB team Paper, Code 374,911,105 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
8 Adamic Adar 0.5189 ± 0.0000 0.5167 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
9 Matrix Factorization 0.5186 ± 0.0443 0.5181 ± 0.0436 Matthias Fey – OGB team Paper, Code 281,113,505 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
10 Common Neighbor 0.5147 ± 0.0000 0.5119 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021


Leaderboard for ogbl-wikikg2

The MRR score on the test and validation sets. The higher, the better.

Package: >=1.2.4

Deprecated ogbl-wikikg leaderboard can be found here.
Rank Method Test MRR Validation MRR Contact References #Params Hardware Date
1 PairRE (200dim) 0.5208 ± 0.0027 0.5423 ± 0.0020 Linlin Chao Paper, Code 500,334,800 Tesla P100 (16GB GPU) Jan 28, 2021
2 RotatE (250dim) 0.4332 ± 0.0025 0.4353 ± 0.0028 Hongyu Ren – OGB team Paper, Code 1,250,435,750 Quadro RTX 8000 (45GB GPU) Jan 23, 2021
3 TransE (500dim) 0.4256 ± 0.0030 0.4272 ± 0.0030 Hongyu Ren – OGB team Paper, Code 1,250,569,500 Quadro RTX 8000 (45GB GPU) Jan 23, 2021
4 ComplEx (250dim) 0.4027 ± 0.0027 0.3759 ± 0.0016 Hongyu Ren – OGB team Paper, Code 1,250,569,500 Quadro RTX 8000 (45GB GPU) Jan 23, 2021
5 ComplEx (50dim) 0.3804 ± 0.0022 0.3534 ± 0.0052 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) Jan 23, 2021
6 DistMult (500dim) 0.3729 ± 0.0045 0.3506 ± 0.0042 Hongyu Ren – OGB team Paper, Code 1,250,569,500 Quadro RTX 8000 (45GB GPU) Jan 23, 2021
7 DistMult (100dim) 0.3447 ± 0.0082 0.3150 ± 0.0088 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) Jan 23, 2021
8 TransE (100dim) 0.2622 ± 0.0045 0.2465 ± 0.0020 Hongyu Ren – OGB team Paper, Code 250,113,900 GeForce RTX 2080 (11GB GPU) Jan 23, 2021
9 RotatE (50dim) 0.2530 ± 0.0034 0.2250 ± 0.0035 Hongyu Ren – OGB team Paper, Code 250,087,150 GeForce RTX 2080 (11GB GPU) Jan 23, 2021


Leaderboard for ogbl-biokg

The MRR score on the test and validation sets. The higher, the better.

Package: >=1.2.0

Rank Method Test MRR Validation MRR Contact References #Params Hardware Date
1 PairRE 0.8164 ± 0.0005 0.8172 ± 0.0005 LinlinChao (AntGroup KG&NLP) Paper, Code 187,750,000 Tesla P100 (16GB GPU) Nov 9, 2020
2 ComplEx 0.8095 ± 0.0007 0.8105 ± 0.0001 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
3 DistMult 0.8043 ± 0.0003 0.8055 ± 0.0003 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
4 RotatE 0.7989 ± 0.0004 0.7997 ± 0.0002 Hongyu Ren – OGB team Paper, Code 187,597,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020
5 TransE 0.7452 ± 0.0004 0.7456 ± 0.0003 Hongyu Ren – OGB team Paper, Code 187,648,000 GeForce RTX 2080 (11GB GPU) Jun 10, 2020