Link Property Prediction
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HyperFusion | Number of params | 1,064,446,212 | — | Unverified |
| 2 | TopoLink | Number of params | 483,363,845 | — | Unverified |
| 3 | Refined-GAE | Number of params | 126,669,825 | — | Unverified |
| 4 | DeepWalk | Number of params | 61,390,187 | — | Unverified |
| 5 | Matrix Factorization | Number of params | 60,514,049 | — | Unverified |
| 6 | GIDN@YITU | Number of params | 60,449,025 | — | Unverified |
| 7 | PLNLP+ LRGA | Number of params | 35,200,656 | — | Unverified |
| 8 | PLNLP (val as input) | Number of params | 35,112,192 | — | Unverified |
| 9 | PLNLP (random walk aug.) | Number of params | 34,980,864 | — | Unverified |
| 10 | PLNLP + SIGN | Number of params | 34,980,864 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HyperFusion | Number of params | 976,022,023 | — | Unverified |
| 2 | Refined-GAE | Number of params | 13,816,833 | — | Unverified |
| 3 | ELGNN | Number of params | 10,512,391 | — | Unverified |
| 4 | LRGA+GCN(Node2Vec+Augment) | Number of params | 10,235,281 | — | Unverified |
| 5 | GCN (node embedding) | Number of params | 5,125,250 | — | Unverified |
| 6 | GDNN | Number of params | 3,761,665 | — | Unverified |
| 7 | GraphSAGE + Edge Attr | Number of params | 3,761,665 | — | Unverified |
| 8 | GraphSAGE+anchor distance | Number of params | 3,760,134 | — | Unverified |
| 9 | GIDN@YITU | Number of params | 3,506,691 | — | Unverified |
| 10 | AGDN (AUC loss) | Number of params | 3,506,691 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RelEns | Number of params | 2,176,767,622 | — | Unverified |
| 2 | StarGraph + TripleRE + Text | Number of params | 1,927,395,330 | — | Unverified |
| 3 | DistMult (500dim) | Number of params | 1,250,569,500 | — | Unverified |
| 4 | TransE (500dim) | Number of params | 1,250,569,500 | — | Unverified |
| 5 | ComplEx (250dim) | Number of params | 1,250,569,500 | — | Unverified |
| 6 | RotatE (250dim) | Number of params | 1,250,435,750 | — | Unverified |
| 7 | RotPro | Number of params | 1,000,669,602 | — | Unverified |
| 8 | Rot-Pro | Number of params | 1,000,669,602 | — | Unverified |
| 9 | CompoundE3D | Number of params | 750,662,700 | — | Unverified |
| 10 | tripleRE | Number of params | 500,763,337 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Refined-GAE | Number of params | 295,848,449 | — | Unverified |
| 2 | DeepWalk | Number of params | 150,138,741 | — | Unverified |
| 3 | GCN (node embedding) | Number of params | 148,144,898 | — | Unverified |
| 4 | MPLP | Number of params | 147,794,531 | — | Unverified |
| 5 | Matrix Factorization | Number of params | 147,662,849 | — | Unverified |
| 6 | GraphGPT(SMTP) | Number of params | 145,263,360 | — | Unverified |
| 7 | Node2vec | Number of params | 73,878,913 | — | Unverified |
| 8 | AGDN | Number of params | 36,904,259 | — | Unverified |
| 9 | S3GRL (PoS Plus) | Number of params | 32,270,001 | — | Unverified |
| 10 | SIEG | Number of params | 1,993,965 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MPLP | Number of params | 749,757,283 | — | Unverified |
| 2 | HPE - Pre-trained Initialized | Number of params | 749,558,528 | — | Unverified |
| 3 | Node2vec | Number of params | 374,911,105 | — | Unverified |
| 4 | Matrix Factorization | Number of params | 281,113,505 | — | Unverified |
| 5 | PLNLP | Number of params | 146,514,551 | — | Unverified |
| 6 | S3GRL (PoS Plus) | Number of params | 142,275,001 | — | Unverified |
| 7 | GraphGPT(d1n30) | Number of params | 133,096,832 | — | Unverified |
| 8 | GraphGPT(SMTP) | Number of params | 46,784,128 | — | Unverified |
| 9 | NGNN + SEAL | Number of params | 1,134,402 | — | Unverified |
| 10 | CFG | Number of params | 686,253 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RelEns | Number of params | 849,427,106 | — | Unverified |
| 2 | TripleRE | Number of params | 469,630,002 | — | Unverified |
| 3 | AutoBLM-KGBench | Number of params | 192,047,104 | — | Unverified |
| 4 | ComplEx-RP (1000dim) | Number of params | 187,750,000 | — | Unverified |
| 5 | PairRE | Number of params | 187,750,000 | — | Unverified |
| 6 | ComplEx | Number of params | 187,648,000 | — | Unverified |
| 7 | TransE | Number of params | 187,648,000 | — | Unverified |
| 8 | DistMult | Number of params | 187,648,000 | — | Unverified |
| 9 | ComplEx^2 | Number of params | 187,648,000 | — | Unverified |
| 10 | RotatE | Number of params | 187,597,000 | — | Unverified |