Link Prediction on WN18RR (test)
98.5Hits@10NodePiece + RotatE
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NodePiece + RotatE|V|=500 + 222021.06 | 98.5 | 76.1 | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no distances)|V|=500 + 22, distances=false2021.06 | 97.5 | 74.6 | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no rel. context)|V|=500 + 22, rel_context=false2021.06 | 95.8 | 54.1 | — | — | — | — | — | — | — | — | — | |
| NodePiece + RotatE (no anchors, rels only)|V|=0 + 22, anchors=false2021.06 | 94.7 | 54.5 | — | — | — | — | — | — | — | — | — | |
| RotatE|V|=40k + 222021.06 | 89.7 | 77.4 | — | — | — | — | — | — | — | — | — | |
| SimKGCPLM=BERT2024.05 | 80 | 66.6 | — | — | 58.7 | — | — | — | — | — | — | |
| PKGC w/ KG-FIT pRotatE's recallX=202024.05 | 79.1 | 62.5 | 70 | — | 54 | — | — | — | 65.5 | — | — | |
| C-LMKEPLM=BERT2024.05 | 78.9 | 61.9 | 79 | — | 52.3 | — | — | — | — | — | — | |
| KG-FIT pRotatE w/ SimKGC's Graph-Based Re-Ranking2024.05 | 74.5 | 62.4 | 73 | — | 53.2 | — | — | — | 65.2 | — | — | |
| StAR (Self-Adp)genre=Our ensemble model2020.04 | 73.2 | 55.1 | 46 | 59.4 | 45.9 | — | — | — | — | — | — | |
| pRotatEFrame=KG-FIT, H=LHR2024.05 | 72.2 | 59 | 78 | — | 51.1 | — | — | — | 61.5 | — | — | |
| RotatEFrame=KG-FIT, H=LHR2024.05 | 71.9 | 58.9 | 75 | — | 51.9 | — | — | — | 60 | — | — | |
| RotatEFrame=KG-FIT, H=Seed2024.05 | 71.2 | 55.4 | 144 | — | 50.1 | — | — | — | 57.1 | — | — | |
| StARgenre=Textual encoding approach2020.04 | 70.9 | 40.1 | 51 | 49.1 | 24.3 | — | — | — | — | — | — | |
| StARApproach=Textual encoding approach2022.02 | 70.9 | — | — | 49.1 | 24.3 | — | — | — | — | — | — | |
| StARPLM=RoBERTa2024.05 | 70.9 | 40.1 | 51 | — | 24.3 | — | — | — | — | — | — | |
| pRotatEFrame=KG-FIT, H=Seed2024.05 | 69.6 | 56.6 | 165 | — | 49.8 | — | — | — | 58.4 | — | — | |
| HAKEFrame=KG-FIT, H=LHR2024.05 | 69.5 | 55.3 | 172 | — | 48.8 | — | — | — | 59.5 | — | — | |
| CSProm-KGPLM=BERT2024.05 | 67.8 | 57.5 | — | — | 52.2 | — | — | — | — | — | — | |
| StAR (Ensemble)genre=Our ensemble model2020.04 | 67.5 | 52.4 | 540 | 55.1 | 44.9 | — | — | — | — | — | — | |
| NBFNet2022.03 | 66.6 | 55.1 | — | — | 49.7 | — | — | — | — | — | — | |
| KG-S2SPLM=T52024.05 | 66.1 | 57.4 | — | — | 53.1 | — | — | — | — | — | — | |
| HAKEFrame=KG-FIT, H=Seed2024.05 | 66 | 54.1 | 267 | — | 48.4 | — | — | — | 59 | — | — | |
| GoldE + RicciKGEEmbedding dimension=1000, Distance function=Orthogonal parameterization2025.12 | 60.9 | 51.6 | — | 53.4 | 4,690 | — | — | — | — | — | — | |
| KGT5-ComplEx Ensembleensemble=true2022.03 | 60.7 | 54.2 | — | — | 50.7 | — | — | — | — | — | — | |
| GoldEEmbedding dimension=1000, Distance function=Orthogonal parameterization2025.12 | 60.7 | 51.3 | — | 53.3 | 4,630 | — | — | — | — | — | — | |
| OTE2019.11 | 58.7 | 48.5 | — | 50.2 | 43.7 | — | — | — | — | — | — | |
| HA-RotatE2026.06 | 58.7 | 49.1 | — | 51.1 | 44.5 | — | — | — | — | — | — | |
| RotH2021.04 | 58.6 | 49.6 | — | 51.4 | 44.9 | — | — | — | — | — | — | |
| QuatDE2021.05 | 58.6 | 48.9 | 1,977 | 50.9 | 43.8 | — | — | — | — | — | — | |
| RotH#Params=21M2020.08 | 58.6 | 49.6 | — | 51.4 | 44.9 | — | — | — | — | — | — | |
| DRUMCategory=Interpretable2021.09 | 58.6 | 48.6 | — | — | 42.5 | — | — | — | — | — | — | |
| DensEreporting_scheme=Ours2020.08 | 58.6 | 49.2 | — | — | — | — | — | — | — | — | — | |
| DRUMT (Maximum rule length)=3, Ranking Protocol=Filtered, Setting=Transductive2019.10 | 58.6 | 48.6 | — | 51.3 | 42.5 | — | — | — | — | — | — | |
| HittER#Params=24M2020.08 | 58.4 | 50.3 | — | 51.6 | 46.2 | — | — | — | — | — | — | |
| HAKE1reporting_scheme=Recent2020.08 | 58.4 | 49.7 | — | — | — | — | — | — | — | — | — | |
| HittERFramework=Transformer-based2022.12 | 58.4 | 50.3 | — | 51.6 | 46.2 | — | — | — | — | — | — | |
| GC-OTE2019.11 | 58.3 | 49.1 | — | 51.1 | 44.2 | — | — | — | — | — | — | |
| RelBall2026.06 | 58.3 | 49.1 | — | 50.7 | 44.6 | — | — | — | — | — | — | |
| QuatE2019.11 | 58.2 | 48.8 | — | 50.8 | 43.8 | — | — | — | — | — | — | |
| Quaternion2021.04 | 58.2 | 48.8 | — | 50.8 | 43.8 | — | — | — | — | — | — | |
| QuatE2021.05 | 58.2 | 48.8 | 2,314 | 50.8 | 43.8 | — | — | — | — | — | — | |
| HAKECategory=Latent2021.09 | 58.2 | 49.7 | — | — | 45.2 | — | — | — | — | — | — | |
| HAKE2reporting_scheme=Recent2020.08 | 58.2 | 49.7 | — | — | — | — | — | — | — | — | — | |
| HAKE2019.11 | 58.2 | 49.7 | — | 51.6 | 45.2 | — | — | — | — | — | — | |
| HAKE2026.06 | 58.2 | 49.7 | — | 51.6 | 45.2 | — | — | — | — | — | — | |
| generalized graph attention model2019.06 | 58.1 | 44 | 1,940 | 48.3 | 36.1 | — | — | — | — | — | — | |
| SAFRANAggregation technique=NRNO, search=grid2021.09 | 58.1 | 50.1 | — | — | 45.7 | — | — | — | — | — | — | |
| BLP-TransEEvaluation protocol=dynamic evaluation, Decoder=TransE2020.10 | 58 | 28.5 | — | 36.1 | 13.5 | — | — | — | — | — | — | |
| ComplExEntity Prediction=true, Relation Prediction=false2021.10 | 58 | 48.7 | — | 50.1 | 44.1 | — | — | — | — | — | — | |
| GoldEEmbedding dimension=32, Distance function=Orthogonal parameterization2025.12 | 58 | 47.1 | — | 50.1 | 4,110 | — | — | — | — | — | — | |
| RotatE + RicciKGEEmbedding dimension=1000, Distance function=Hadamard rotation2025.12 | 58 | 48.1 | — | 49.7 | 4,370 | — | — | — | — | — | — | |
| Rotate3D2021.05 | 57.9 | 48.9 | 3,328 | 50.5 | 44.2 | — | — | — | — | — | — | |
| Rotate3Dreporting_scheme=Recent2020.08 | 57.9 | 48.9 | — | — | — | — | — | — | — | — | — | |
| HAKEFrame=Base2024.05 | 57.9 | 49 | 3,680 | — | 45.2 | — | — | — | 53.5 | — | — | |
| Rotate3D2026.06 | 57.9 | 48.9 | — | 50.5 | 44.2 | — | — | — | — | — | — | |
| ComplExEntity Prediction=true, Relation Prediction=true2021.10 | 57.8 | 48.8 | — | 50.5 | 44.3 | — | — | — | — | — | — | |
| SAFRANAggregation technique=NRNO, search=random2021.09 | 57.8 | 50.2 | — | — | 45.9 | — | — | — | — | — | — | |
| LineaRE2020.04 | 57.8 | 49.5 | 1,644 | 50.9 | 45.3 | — | — | — | — | — | — | |
| GoldE + RicciKGEEmbedding dimension=32, Distance function=Orthogonal parameterization2025.12 | 57.8 | 47.6 | — | 50.6 | 4,180 | — | — | — | — | — | — | |
| Rot-Pro2021.10 | 57.7 | 45.7 | 2,815 | 48.2 | 39.7 | — | — | — | — | — | — | |
| AttH + RicciKGEEmbedding dimension=1000, Distance function=Hyperbolic2025.12 | 57.5 | 46.8 | — | 49.5 | 4,110 | — | — | — | — | — | — | |
| RotatECategory=Latent2021.09 | 57.4 | 47.5 | — | — | 42.6 | — | — | — | — | — | — | |
| NagEreporting_scheme=Recent2020.08 | 57.4 | 47.7 | — | — | — | — | — | — | — | — | — | |
| MEDBackbone=RotatE, Dimension=640d2024.07 | 57.4 | 47.6 | — | — | — | — | — | — | — | — | — | |
| AttHEmbedding dimension=1000, Distance function=Hyperbolic2025.12 | 57.4 | 46.6 | — | 49.3 | 4,080 | — | — | — | — | — | — | |
| AttHgenre=Graph embedding approach2020.04 | 57.3 | 48.6 | — | 49.9 | 44.3 | — | — | — | — | — | — | |
| ATTH2021.05 | 57.3 | 48.6 | — | 49.9 | 44.3 | — | — | — | — | — | — | |
| RotatEEmbedding dimension=1000, Distance function=Hadamard rotation2025.12 | 57.3 | 47.5 | — | 49.4 | 4,270 | — | — | — | — | — | — | |
| ComplEx-N32021.04 | 57.2 | 48 | — | 49.5 | 43.5 | — | — | — | — | — | — | |
| AnyBURLAggregation technique=Maximum2021.09 | 57.2 | 49.4 | — | — | 45.2 | — | — | — | — | — | — | |
| AnyBURLAggregation technique=VS2021.09 | 57.2 | 49.7 | — | — | 45.5 | — | — | — | — | — | — | |
| DensE-Reciprocalreporting_scheme=Ours, ablation=no reciprocal learning2020.08 | 57.2 | 48.7 | — | — | — | — | — | — | — | — | — | |
| DensE-Advreporting_scheme=Ours, ablation=no self-adversarial sampling2020.08 | 57.2 | 48.6 | — | — | — | — | — | — | — | — | — | |
| RotatEFrame=Base2024.05 | 57.2 | 47.6 | 3,365 | — | 42.9 | — | — | — | 52.3 | — | — | |
| QuatEEmbedding size=2002022.04 | 57.19 | 48.23 | — | 49.55 | 43.6 | — | — | — | — | — | — | |
| RotatESource=Original paper2019.09 | 57.1 | — | 3,340 | — | — | — | — | — | — | — | — | |
| RotatE2019.11 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE2019.11 | 57.1 | 47.6 | 3,340 | — | 42.8 | — | — | — | — | — | — | |
| RotatEgenre=Graph embedding approach2020.04 | 57.1 | 47.6 | 3,340 | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE2021.04 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| rotatE2021.05 | 57.1 | 47.6 | 3,340 | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE#Params=20M2020.08 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE2021.10 | 57.1 | 47.6 | 3,340 | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatEType=Geometric2021.12 | 57.1 | 47.6 | — | 0.492 | 0.428 | — | — | — | — | — | — | |
| RotatEreporting_scheme=Recent2020.08 | 57.1 | 47.6 | — | — | — | — | — | — | — | — | — | |
| RotatE2019.11 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE2020.04 | 57.1 | 47.6 | 3,340 | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatEApproach=Graph embedding approach2022.02 | 57.1 | — | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatEFramework=Embedding-based2022.12 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatERanking Protocol=Filtered, Setting=Transductive2019.10 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| RotatE2026.06 | 57.1 | 47.6 | — | 49.2 | 42.8 | — | — | — | — | — | — | |
| QuatRE2026.06 | 57.1 | 47.9 | — | 50.3 | 42.9 | — | — | — | — | — | — | |
| ComplEx-N3Setting=Reciprocal, Regularizer=N32018.06 | 57 | 48 | — | — | — | — | — | — | — | — | — | |
| RotatE2020.10 | 57 | 48 | — | 49 | 43 | — | — | — | — | — | — | |
| ComplEx-N3Framework=Embedding-based2022.12 | 57 | 48 | — | — | — | — | — | — | — | — | — | |
| ComplEx-N3Class=Black Box2023.08 | 57 | 48 | — | — | — | — | — | — | — | — | — | |
| HBE2026.06 | 57 | 48.8 | — | 50.2 | 44.8 | — | — | — | — | — | — | |
| DRUMT (Maximum rule length)=2, Ranking Protocol=Filtered, Setting=Transductive2019.10 | 56.8 | 43.5 | — | 43.5 | 37 | — | — | — | — | — | — | |
| RotatEreporting_scheme=Adv+Recip2020.08 | 56.7 | 47.8 | — | — | — | — | — | — | — | — | — |