Link Prediction on FB15k-237 (test)
97.9Hits@10RotatE
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RotatE|V|=15k + 0.5k2021.06 | 97.9 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE|V|=1k + 0.5k2021.06 | 97.1 | 87.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no anchors, rels only)|V|=0 + 0.5k, anchors=false2021.06 | 97.1 | 87.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no distances)|V|=1k + 0.5k, distances=false2021.06 | 97 | 87.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no rel. context)|V|=1k + 0.5k, rel_context=false2021.06 | 96.8 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| generalized graph attention model2019.06 | 62.6 | 51.8 | — | — | — | — | — | — | — | — | — | — | — | 210 | 54 | 46 | — | — | — | — | — | |
| NBFNet2022.03 | 59.9 | 41.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.1 | — | — | — | — | — | |
| Meta-KGRReward function=ConvE2019.08 | 58.8 | 46.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.2 | — | — | — | — | — | |
| Meta-KGRReward function=DistMult2019.08 | 58 | 45.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.3 | — | — | — | — | — | |
| ComplExEntity Prediction=true, Relation Prediction=true2021.10 | 56.8 | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | 42.5 | 29.8 | — | — | — | — | — | |
| QuatDE2021.05 | 56.3 | 36.5 | — | — | — | — | — | — | — | — | — | — | — | 90 | 40 | 26.8 | — | — | — | — | — | |
| StAR (Self-Adp)genre=Our ensemble model2020.04 | 56.2 | 36.5 | — | — | — | — | — | — | — | — | — | — | — | 117 | 40.4 | 26.6 | — | — | — | — | — | |
| ComplEx-N3Setting=Reciprocal, Regularizer=N32018.06 | 56 | 37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ComplEx-N3Framework=Embedding-based2022.12 | 56 | 37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ComplEx-N3Class=Black Box2023.08 | 56 | 37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StAR (Ensemble)genre=Our ensemble model2020.04 | 55.9 | 36.2 | — | — | — | — | — | — | — | — | — | — | — | 109 | 39.9 | 26.4 | — | — | — | — | — | |
| HittER#Params=16M2020.08 | 55.8 | 37.3 | — | — | — | — | — | — | — | — | — | — | — | — | 40.9 | 27.9 | — | — | — | — | — | |
| HittERFramework=Transformer-based2022.12 | 55.8 | 37.3 | — | — | — | — | — | — | — | — | — | — | — | — | 40.9 | 27.9 | — | — | — | — | — | |
| ComplExEntity Prediction=true, Relation Prediction=false2021.10 | 55.7 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | — | 40.1 | 27.1 | — | — | — | — | — | |
| QuatEEmbedding size=2002022.04 | 55.38 | 36.14 | — | — | — | — | — | — | — | — | — | — | — | — | 40.14 | 27.11 | — | — | — | — | — | |
| TripleRE'Dimensions=1000, Embeddings=14,505, Number of Parameters=15,216,0002022.05 | 55.2 | 35.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QuatE2019.11 | 55 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | 38.2 | 24.8 | — | — | — | — | — | |
| GC-OTE2019.11 | 55 | 36.1 | — | — | — | — | — | — | — | — | — | — | — | — | 39.6 | 26.7 | — | — | — | — | — | |
| Quaternion2021.04 | 55 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | 38.2 | 24.8 | — | — | — | — | — | |
| QuatE2021.05 | 55 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | 87 | 38.2 | 24.8 | — | — | — | — | — | |
| GC-OTEDimensions=400, Embeddings=14,5052022.05 | 55 | 36.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoKE#Params=10M2020.08 | 54.9 | 36.4 | — | — | — | — | — | — | — | — | — | — | — | — | 40 | 27.2 | — | — | — | — | — | |
| COKEDimensions=256, Embeddings=14,505, Number of Parameters=≈ 10,190,0002022.05 | 54.9 | 36.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATTHApproach=Graph embedding approach2022.02 | 54.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 25.2 | — | — | — | — | — | |
| StarGraph + TripleRE'Dimensions=512, Embeddings=4,503, Number of Parameters=4,275,7142022.05 | 54.75 | 34.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ComplEx-N32021.04 | 54.7 | 35.7 | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | 26.4 | — | — | — | — | — | |
| NePTuNe2021.04 | 54.7 | 36.6 | — | — | — | — | — | — | — | — | — | — | — | — | 40.4 | 27.2 | — | — | — | — | — | |
| StarGraph + TripleRE'Dimensions=512, Embeddings=2,304, Number of Parameters=3,148,2902022.05 | 54.54 | 34.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LineaRE2020.04 | 54.5 | 35.7 | — | — | — | — | — | — | — | — | — | — | — | 155 | 39.1 | 26.4 | — | — | — | — | — | |
| TuckERLinear=yes2019.01 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| TurkER2019.11 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | 26.6 | — | — | — | — | — | |
| TuckERgenre=Graph embedding approach2020.04 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| TuckER2021.04 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| TuckER2020.08 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| TuckERreporting_scheme=Recent2020.08 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DensEreporting_scheme=Ours2020.08 | 54.4 | 35.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TuckERReport group=Recent2020.08 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 0.394 | 0.266 | — | — | — | — | — | |
| DensEEmbedding size k=800, Batch size b=1024, Margin gamma=9, Negative sample size n=256, adv temperature alpha=12020.08 | 54.4 | 35.1 | — | — | — | — | — | — | — | — | — | — | — | 161 | 0.386 | 0.256 | — | — | — | — | — | |
| MEIpartitions (K)=1, partition size (C)=2002020.06 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| MEIpartitions (K)=3, partition size (C)=1002020.06 | 54.4 | 35.9 | — | — | — | — | — | — | — | — | — | — | — | — | 39.5 | 26.6 | — | — | — | — | — | |
| PairREDimensions=1500, Embeddings=14,505, Number of Parameters=22,468,5002022.05 | 54.4 | 35.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TuckERApproach=Graph embedding approach2022.02 | 54.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 22.6 | — | — | — | — | — | |
| TuckERRanking Protocol=Filtered, Setting=Transductive2019.10 | 54.4 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.4 | 26.6 | — | — | — | — | — | |
| Multi-HopRanking Protocol=Filtered, Setting=Transductive2019.10 | 54.4 | 39.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.9 | — | — | — | — | — | |
| RelBall2026.06 | 54.4 | 34.9 | — | — | — | — | — | — | — | — | — | — | — | — | 38.7 | 25.1 | — | — | — | — | — | |
| Rotate3D2021.05 | 54.3 | 34.7 | — | — | — | — | — | — | — | — | — | — | — | 165 | 38.5 | 25 | — | — | — | — | — | |
| Rotate3Dreporting_scheme=Recent2020.08 | 54.3 | 34.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rotate3DReport group=Recent2020.08 | 54.3 | 34.7 | — | — | — | — | — | — | — | — | — | — | — | 165 | 0.385 | 0.25 | — | — | — | — | — | |
| Rotate3D2026.06 | 54.3 | 34.7 | — | — | — | — | — | — | — | — | — | — | — | — | 38.5 | 25 | — | — | — | — | — | |
| TripleRE'Dimensions=256, Embeddings=14,505, Number of Parameters=3,895,2962022.05 | 54.29 | 34.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HAKECategory=Latent2021.09 | 54.2 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 25 | — | — | — | — | — | |
| HAKE2reporting_scheme=Recent2020.08 | 54.2 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HAKEReport group=Recent2020.08 | 54.2 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | 0.381 | 0.25 | — | — | — | — | — | |
| HAKE2019.11 | 54.2 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | 0.381 | 0.25 | — | — | — | — | — | |
| HAKE2026.06 | 54.2 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | 38.1 | 25 | — | — | — | — | — | |
| RESCALCategory=Latent2021.09 | 54.1 | 35.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.3 | — | — | — | — | — | |
| RESCALreporting_scheme=Enhanced2020.08 | 54.1 | 35.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RESCALFramework=Embedding-based2022.12 | 54.1 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | — | 39.3 | 26.3 | — | — | — | — | — | |
| TuckEREmbedding size=2002022.04 | 54.08 | 34.55 | — | — | — | — | — | — | — | — | — | — | — | — | 38.99 | 26.06 | — | — | — | — | — | |
| ComplEx-N3Setting=Standard, Regularizer=N32018.06 | 54 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CP-N3Setting=Reciprocal, Regularizer=N32018.06 | 54 | 36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SACN2019.11 | 54 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | 26 | — | — | — | — | — | |
| AttHgenre=Graph embedding approach2020.04 | 54 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 25.2 | — | — | — | — | — | |
| ATTH2021.05 | 54 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 25.2 | — | — | — | — | — | |
| Rot-Pro2021.10 | 54 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | 201 | — | 0.246 | — | — | — | — | — | |
| SACNType=GLP2021.12 | 54 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | 0.39 | 0.26 | — | — | — | — | — | |
| ComplEx-N3Ranking Protocol=Filtered, Setting=Transductive2019.10 | 54 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real HRRProtocol=filtered setting2026.06 | 54 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | 15.8 | — | — | — | — | — | |
| MEKEREmbedding size=2002022.04 | 53.93 | 35.88 | — | — | — | — | — | — | — | — | — | — | — | — | 39.15 | 26.82 | — | — | — | — | — | |
| KG-R3Framework=Transformer-based2022.12 | 53.9 | 39 | — | — | — | — | — | — | — | — | — | — | — | — | 41.3 | 31.5 | — | — | — | — | — | |
| HA-RotatE2026.06 | 53.9 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 25 | — | — | — | — | — | |
| BoxE2021.10 | 53.8 | 33.7 | — | — | — | — | — | — | — | — | — | — | — | 163 | — | 0.238 | — | — | — | — | — | |
| AutoGELType=AutoGNN2021.12 | 53.8 | 35.7 | — | — | — | — | — | — | — | — | — | — | — | — | 0.391 | 0.266 | — | — | — | — | — | |
| OTE2019.11 | 53.7 | 35.1 | — | — | — | — | — | — | — | — | — | — | — | — | 38.8 | 25.8 | — | — | — | — | — | |
| SAFRANAggregation technique=NRNO, search=random2021.09 | 53.7 | 38.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 29.8 | — | — | — | — | — | |
| SACN2019.11 | 53.6 | 35.2 | — | — | — | — | — | — | — | — | — | — | — | — | 38.5 | 26.1 | — | — | — | — | — | |
| TuckERCategory=Latent2021.09 | 53.6 | 35.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.9 | — | — | — | — | — | |
| ComplExreporting_scheme=Enhanced2020.08 | 53.6 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ComplEx2022.03 | 53.6 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.3 | — | — | — | — | — | |
| ComplExFramework=Embedding-based2022.12 | 53.6 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | 38.4 | 25.3 | — | — | — | — | — | |
| RESCAL + DeComDeCom enhancement=true2019.11 | 53.5 | 35.3 | — | — | — | — | — | — | — | — | — | — | — | — | 38.8 | 26 | — | — | — | — | — | |
| InteractE2019.11 | 53.5 | 35.4 | — | — | — | — | — | — | — | — | — | — | — | 172 | — | 26.3 | — | — | — | — | — | |
| RotH2021.04 | 53.5 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | — | 38 | 24.6 | — | — | — | — | — | |
| InteractE2021.05 | 53.5 | 35.4 | — | — | — | — | — | — | — | — | — | — | — | 172 | — | 26.3 | — | — | — | — | — | |
| CompGCN2021.05 | 53.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | 197 | 39 | 25.4 | — | — | — | — | — | |
| RESCAL#Params=6M2020.08 | 53.5 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | — | 39 | 26.6 | — | — | — | — | — | |
| CompGCN2020.08 | 53.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | 39 | 26.4 | — | — | — | — | — | |
| RotH#Params=8M2020.08 | 53.5 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | — | 38 | 24.6 | — | — | — | — | — | |
| CompGCNType=GLP2021.12 | 53.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | 0.39 | 0.264 | — | — | — | — | — | |
| CompGCNFramework=GNN-based2022.12 | 53.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | 39 | 26.4 | — | — | — | — | — | |
| ComplExCategory=Latent2021.09 | 53.4 | 34.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.3 | — | — | — | — | — | |
| ModE2019.11 | 53.4 | 34.1 | — | — | — | — | — | — | — | — | — | — | — | — | 0.38 | 0.244 | — | — | — | — | — | |
| HBE2026.06 | 53.4 | 33.6 | — | — | — | — | — | — | — | — | — | — | — | — | 37.2 | 23.9 | — | — | — | — | — | |
| MultiHopReward function=ConvE2019.08 | 53.3 | 42.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.7 | — | — | — | — | — | |
| RotatESource=Original paper2019.09 | 53.3 | — | — | — | — | — | — | — | — | — | — | — | — | 177 | — | — | — | — | — | — | — |