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 Ext. data Test Hits@100 Validation Hits@100 Contact References #Params Hardware Date
1 RA+Edge Proposal Set No 0.5324 ± 0.0000 0.5142 ± 0.0000 Qian Huang (Stanford) Paper, Code 0 GeForce RTX 2080 Ti (11GB GPU) Oct 5, 2021
2 MLP+CN&RA&AA No 0.5062 ± 0.0035 0.4906 ± 0.0029 Shitao Lu Paper, Code 163,330 Geforce GTX 1080 Ti (11GB) Aug 9, 2021
3 Resource Allocation No 0.4933 ± 0.0000 0.4722 ± 0.0000 Shen Fan(Alibaba Group) Paper, Code 0 Tesla-V100(32GB GPU) Jul 5, 2021
4 SEAL No 0.4880 ± 0.0316 0.5125 ± 0.0252 Muhan Zhang Paper, Code 709,122 GeForce RTX 2080S (8GB GPU) Oct 14, 2020
5 Adamic Adar No 0.3245 ± 0.0000 0.3268 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
6 Matrix Factorization No 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
7 DeepWalk No 0.2888 ± 0.0153 Please tell us Hao Xiong (DGL) Paper, Code 150,138,741 g4dn.2xlarge, T4 (15GB GPU) Jul 23, 2020
8 Common Neighbor No 0.2765 ± 0.0000 0.2823 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
9 DeepWalk No 0.2302 ± 0.0163 Please tell us Hao Xiong (DGL) Paper, Code 150,138,741 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
10 Node2vec No 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
11 GCN No 0.1867 ± 0.0132 0.1845 ± 0.0140 Matthias Fey – OGB team Paper, Code 278,529 GeForce RTX 2080 (11GB GPU) Jun 25, 2020
12 GraphSAGE No 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 Ext. data Test Hits@50 Validation Hits@50 Contact References #Params Hardware Date
1 PLNLP (random walk aug.) No 0.7059 ± 0.0029 1.0000 ± 0.0000 Zhitao Wang (WeChat@Tencent) Paper, Code 34,980,864 Tesla-P40 (24G GPU) Dec 21, 2021
2 HOP-REC No 0.7012 ± 0.0016 1.0000 ± 0.0000 Bo-Yu Lin (CFDA & CLIP Labs) Paper, Code 30,191,104 CPU Oct 21, 2021
3 PLNLP (val as input) No 0.6872 ± 0.0052 1.0000 ± 0.0000 Zhitao Wang (WeChat@Tencent) Paper, Code 35,112,192 Tesla-P40 (24G GPU) Dec 7, 2021
4 Adamic Adar+Edge Proposal Set No 0.6548 ± 0.0000 0.9735 ± 0.0000 Qian Huang (Cornell University) Paper, Code 0 GeForce RTX 2080 Ti (11GB GPU) Jul 13, 2021
5 SEAL-nofeat (val as input) No 0.6474 ± 0.0043 0.6495 ± 0.0043 Muhan Zhang Paper, Code 501,570 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2021
6 Adamic Adar No 0.6417 ± 0.0000 0.6349 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
7 Common Neighbor No 0.6137 ± 0.0000 0.6036 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
8 SEAL-nofeat No 0.5471 ± 0.0049 0.6495 ± 0.0043 Muhan Zhang Paper, Code 501,570 NVIDIA Tesla V100 (32GB GPU) Jun 16, 2021
9 GraphSAGE (val as input) No 0.5463 ± 0.0112 0.5688 ± 0.0077 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Oct 19, 2020
10 DeeperGCN No 0.5273 ± 0.0047 0.6187 ± 0.0045 Guohao Li - DeepGCNs.org Paper, Code 117,383 NVIDIA Tesla V100 (32GB GPU) Oct 21, 2020
11 LRGA + GCN No 0.5221 ± 0.0072 0.6088 ± 0.0059 Omri Puny Paper, Code 1,069,489 Tesla P100 (16GB GPU) Aug 5, 2020
12 DeepWalk No 0.5037 ± 0.0034 Please tell us Hao Xiong (DGL) Paper, Code 61,390,187 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
13 Node2vec No 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
14 GraphSAGE No 0.4810 ± 0.0081 0.5688 ± 0.0077 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
15 GCN (val as input) No 0.4714 ± 0.0145 0.5263 ± 0.0115 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Oct 19, 2020
16 GCN No 0.4475 ± 0.0107 0.5263 ± 0.0115 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jun 24, 2020
17 Matrix Factorization No 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 Ext. data Test Hits@20 Validation Hits@20 Contact References #Params Hardware Date
1 PLNLP No 0.9088 ± 0.0313 0.8242 ± 0.0253 Zhitao Wang (WeChat@Tencent) Paper, Code 3,497,473 Tesla-P40(24GB GPU) Dec 7, 2021
2 GraphSAGE + Edge Attr No 0.8781 ± 0.0474 0.8044 ± 0.0404 Jing Yang Paper, Code 3,761,665 Tesla V100 (32GB) Aug 9, 2021
3 CFLP (w/ JKNet) No 0.8608 ± 0.0198 0.8405 ± 0.0284 Tong Zhao Paper, Code 837,635 GeForce RTX 2080 Ti (11GB GPU) Nov 17, 2021
3 CFLP (w/ JKNet) No 0.8608 ± 0.0198 0.8405 ± 0.0284 Tong Zhao (University of Notre Dame) Paper, Code 837,635 GeForce RTX 2080 Ti (11GB GPU) Nov 17, 2021
4 GraphSAGE+anchor distance No 0.8239 ± 0.0437 0.8206 ± 0.0298 Boning Li (SJTU) Paper, Code 3,760,134 Tesla V100 (16GB GPU) May 20, 2021
5 DEA + JKNet No 0.7672 ± 0.0265 0.6713 ± 0.0071 Yichen Yang Paper, Code 1,763,329 Tesla T4 (16GB GPU) Mar 21, 2021
6 GraphSAGE+Edge Proposal Set No 0.7495 ± 0.0317 0.6696 ± 0.0198 Qian Huang (Cornell University) Paper, Code 1,421,057 GeForce RTX 2080 Ti (11GB GPU) Jul 21, 2021
7 LRGA+GCN(Node2Vec+Augment) No 0.7385 ± 0.0871 0.7225 ± 0.0047 Chuanqi Chen Paper, Code 10,235,281 Tesla V100 (32GB) Mar 21, 2021
8 MAD Learning No 0.6781 ± 0.0294 0.7010 ± 0.0082 Yi Luo Paper, Code 1,228,897 Geforce GTX 1080 Ti (11GB GPU) Feb 10, 2021
9 LRGA + GCN No 0.6230 ± 0.0912 0.6675 ± 0.0058 Omri Puny Paper, Code 1,576,081 Tesla P100 (16GB GPU) Aug 5, 2020
10 GCN+JKNet No 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
11 GraphSAGE No 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
12 GCN No 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
13 SEAL No 0.3056 ± 0.0386 0.2849 ± 0.0269 Muhan Zhang Paper, Code 531,138 GeForce RTX 2080S (8GB GPU) Oct 14, 2020
14 DeepWalk No 0.2642 ± 0.0610 Please tell us Hao Xiong (DGL) Paper, Code 11,543,913 g4dn.2xlarge, T4 (15GB GPU) Jul 23, 2020
15 Node2vec No 0.2326 ± 0.0209 0.3292 ± 0.0121 Matthias Fey – OGB team Paper, Code 645,249 GeForce RTX 2080 (11GB GPU) Jun 22, 2020
16 DeepWalk No 0.2246 ± 0.0290 Please tell us Hao Xiong (DGL) Paper, Code 1,543,913 g4dn.2xlarge, T4 (15GB GPU) Jun 30, 2020
17 Adamic Adar No 0.1861 ± 0.0000 0.0966 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
18 Common Neighbor No 0.1773 ± 0.0000 0.0947 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
19 Matrix Factorization No 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 Ext. data Test MRR Validation MRR Contact References #Params Hardware Date
1 SEAL No 0.8767 ± 0.0032 0.8757 ± 0.0031 Muhan Zhang Paper, Code 260,802 Tesla V100 (32GB GPU) Feb 12, 2021
2 PLNLP No 0.8492 ± 0.0029 0.8490 ± 0.0031 Zhitao Wang (WeChat@Tencent) Paper, Code 146,514,551 Tesla-V100 (32G GPU) Dec 7, 2021
3 Full-batch GCN No 0.8474 ± 0.0021 0.8479 ± 0.0023 Matthias Fey – OGB team Paper, Code 296,449 Quadro RTX 8000 (48GB GPU) Jan 4, 2021
4 HPE - Pre-trained Initialized No 0.8432 ± 0.0003 0.8422 ± 0.0002 Chi-Hung Chang (CFDA & CLIP Labs) Paper, Code 749,558,528 CPU Dec 7, 2021
5 Full-batch GraphSAGE No 0.8260 ± 0.0036 0.8263 ± 0.0033 Matthias Fey – OGB team Paper, Code 460,289 Quadro RTX 8000 (48GB GPU) Jan 4, 2021
6 NeighborSampling (SAGE aggr) No 0.8044 ± 0.0010 0.8054 ± 0.0009 Matthias Fey – OGB team Paper, Code 460,289 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
7 ClusterGCN (GCN aggr) No 0.8004 ± 0.0025 0.7994 ± 0.0025 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
8 GraphSAINT (GCN aggr) No 0.7985 ± 0.0040 0.7975 ± 0.0039 Matthias Fey – OGB team Paper, Code 296,449 GeForce RTX 2080 (11GB GPU) Jan 4, 2021
9 Node2vec No 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
10 Adamic Adar No 0.5189 ± 0.0000 0.5167 ± 0.0000 Muhan Zhang Paper, Code 0 GeForce RTX 2080S (8GB GPU) Feb 12, 2021
11 Matrix Factorization No 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
12 Common Neighbor No 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 Ext. data Test MRR Validation MRR Contact References #Params Hardware Date
1 TripleRE + NodePiece No 0.6582 ± 0.0020 0.6616 ± 0.0018 Long Yu (360AI) Paper, Code 7,289,002 Tesla A100(40GB) Dec 25, 2021
2 ComplEx-RP (50dim) No 0.6392 ± 0.0045 0.6561 ± 0.0070 Yihong Chen (UCL NLP & FAIR London) Paper, Code 250,167,400 Tesla V100 (32GB) Nov 23, 2021
3 tripleRE No 0.5794 ± 0.0020 0.6045 ± 0.0024 Long Yu (360AI) Paper, Code 500,763,337 Tesla P40(24GB) Dec 17, 2021
4 NodePiece + AutoSF No 0.5703 ± 0.0035 0.5806 ± 0.0047 Mikhail Galkin (Mila) Paper, Code 6,860,602 Tesla V100 (32 GB) Jul 17, 2021
5 AutoSF No 0.5458 ± 0.0052 0.5510 ± 0.0063 Yongqi Zhang (4Paradigm) Paper, Code 500,227,800 Quadro RTX 8000 (45GB GPU) Apr 2, 2021
6 PairRE (200dim) No 0.5208 ± 0.0027 0.5423 ± 0.0020 Linlin Chao Paper, Code 500,334,800 Tesla P100 (16GB GPU) Jan 28, 2021
7 RotatE (250dim) No 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
8 TransE (500dim) No 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
9 ComplEx (250dim) No 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
10 ComplEx (50dim) No 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
11 DistMult (500dim) No 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
12 DistMult (100dim) No 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
13 TransE (100dim) No 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
14 RotatE (50dim) No 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 Ext. data Test MRR Validation MRR Contact References #Params Hardware Date
1 ComplEx-RP (1000dim) No 0.8492 ± 0.0002 0.8497 ± 0.0002 Yihong Chen (UCL NLP & FAIR London) Paper, Code 187,750,000 Tesla V100 (16GB) Nov 23, 2021
2 AutoSF No 0.8309 ± 0.0008 0.8317 ± 0.0007 Yongqi Zhang (4Paradigm) Paper, Code 93,824,000 GeForce RTX 2080 (11GB GPU) Apr 2, 2021
3 PairRE No 0.8164 ± 0.0005 0.8172 ± 0.0005 LinlinChao (AntGroup KG&NLP) Paper, Code 187,750,000 Tesla P100 (16GB GPU) Nov 9, 2020
4 ComplEx No 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
5 DistMult No 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
6 RotatE No 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
7 TransE No 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