Link Prediction on YAGO3-10 (test)
95.1MRRNodePiece + RotatE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NodePiece + RotatE|V|=10k + 742021.06 | 95.1 | — | 99.7 | — | — | — | |
| NodePiece + RotatE (no anchors, rels only)|V|=0 + 74, anchors=false2021.06 | 95.1 | — | 99.8 | — | — | — | |
| NodePiece + RotatE (no distances)|V|=10k + 74, distances=false2021.06 | 94.3 | — | 99.7 | — | — | — | |
| RotatE|V|=123k + 742021.06 | 90.9 | — | 99.2 | — | — | — | |
| NodePiece + RotatE (no rel. context)|V|=10k + 74, rel_context=false2021.06 | 89.8 | — | 99.3 | — | — | — | |
| ComplExCategory=Latent2021.09 | 57.6 | — | 70.4 | — | 50.5 | — | |
| SAFRANAggregation technique=NRNO, search=grid2021.09 | 56.4 | — | 69.1 | — | 49.2 | — | |
| SAFRANAggregation technique=NRNO, search=random2021.09 | 56.4 | — | 69.3 | — | 49.1 | — | |
| Supervised SOTATraining Regime=Supervised2023.10 | 56.3 | — | 70.8 | — | — | — | |
| BoxE2021.10 | 56 | 1,022 | 69.1 | 60.8 | 48.4 | — | |
| AnyBURLAggregation technique=VS2021.09 | 56 | — | 68.9 | — | 48.9 | — | |
| AnyBURLAggregation technique=Maximum2021.09 | 55.9 | — | 68.6 | — | 48.7 | — | |
| ULTRATraining Regime=Fine-tuned2023.10 | 55.7 | — | 71 | — | — | — | |
| KGT5-ComplEx Ensembleensemble=true2022.03 | 55.2 | — | 68 | — | 48.1 | — | |
| GRASHVariant Model=ComplEx, Reduction Variant=Comb., Dim=5122022.07 | 55.2 | — | — | — | — | — | |
| ComplEx2022.03 | 55.1 | — | 68.2 | — | 47.6 | — | |
| ComplExDim=128, Epochs=4002022.07 | 55.1 | — | — | — | — | — | |
| CompoundE3D WDSsetting=filtered rank, ensemble=Weighted Distances Sum2023.04 | 55.1 | — | 70.3 | 60.8 | 46.3 | — | |
| TransERR2023.06 | 54.6 | 476 | 70.6 | 60.1 | 45.6 | — | |
| HAKECategory=Latent2021.09 | 54.5 | — | 69.4 | — | 46.2 | — | |
| HAKEreporting_mode=recent models2020.08 | 54.5 | — | 69.4 | 59.6 | 46.2 | — | |
| HAKE2reporting_scheme=Recent2020.08 | 54.5 | — | 69.4 | — | — | — | |
| HAKE2019.11 | 54.5 | — | 69.4 | 59.6 | 46.2 | — | |
| HAKEsetting=filtered rank2023.04 | 54.5 | — | 69.4 | 59.6 | 46.2 | — | |
| TuckERCategory=Latent2021.09 | 54.4 | — | 68 | — | 46.5 | — | |
| Rot-Pro2021.10 | 54.2 | 1,797 | 69.9 | 59.6 | 44.3 | — | |
| Rot-Prosetting=filtered rank2023.04 | 54.2 | — | 69.9 | 59.6 | 44.3 | — | |
| CompoundE3Dsetting=filtered rank2023.04 | 54.2 | — | 70.1 | 60.2 | 45 | — | |
| RotatE2023.06 | 54.2 | 1,797 | 69.9 | 59.6 | 44.3 | — | |
| InteractE2019.11 | 54.1 | 2,375 | 68.7 | — | 46.2 | — | |
| DensE2020.08 | 54.1 | 1,450 | 67.8 | 58.5 | 46.5 | — | |
| DensEreporting_scheme=Ours2020.08 | 54.1 | — | 67.8 | — | — | — | |
| InteractEsetting=filtered rank2023.04 | 54.1 | — | 68.7 | — | 46.2 | — | |
| DensEsetting=filtered rank2023.04 | 54.1 | — | 67.8 | 58.5 | 46.5 | — | |
| CompoundE3D RRFsetting=filtered rank, ensemble=Reciprocal Rank Fusion2023.04 | 54.1 | — | 70.7 | 60.7 | 44.6 | — | |
| GRASHVariant Model=ComplEx, Reduction Variant=Epoch, Dim=1282022.07 | 53.6 | — | — | — | — | — | |
| DensE-Reciprocalreporting_scheme=Ours, ablation=no reciprocal learning2020.08 | 53 | — | 66.7 | — | — | — | |
| GRASHVariant Model=ComplEx, Reduction Variant=Comb., Dim=1282022.07 | 52.8 | — | — | — | — | — | |
| AnyBURLAggregation technique=Noisy-OR2021.09 | 52.4 | — | 67.2 | — | 44.4 | — | |
| HAKE1reporting_scheme=Recent2020.08 | 52.2 | — | 69.3 | — | — | — | |
| ComplExreporting_scheme=Adv+Recip2020.08 | 51 | — | 68.1 | — | — | — | |
| ModE2019.11 | 51 | — | 66 | 56.2 | 42.1 | — | |
| TransEDim=350, Epochs=40002022.07 | 51 | — | — | — | — | — | |
| TransECategory=Latent2021.09 | 50.1 | — | 67.3 | — | 40.5 | — | |
| DistMultCategory=Latent2021.09 | 50.1 | — | 66.1 | — | 41.2 | — | |
| GRASHVariant Model=TransE, Reduction Variant=Epoch, Dim=1282022.07 | 49.9 | — | — | — | — | — | |
| GRASHVariant Model=TransE, Reduction Variant=Comb., Dim=1282022.07 | 49.9 | — | — | — | — | — | |
| RotatECategory=Latent2021.09 | 49.8 | — | 67 | — | 40.5 | — | |
| RotatEreporting_scheme=Adv+Recip2020.08 | 49.7 | — | 67.6 | — | — | — | |
| GRASHVariant Model=TransE, Reduction Variant=Comb., Dim=5122022.07 | 49.6 | — | — | — | — | — | |
| RotatE2019.02 | 49.5 | 1,767 | 67 | 55 | 40.2 | — | |
| RotatE2019.11 | 49.5 | 1,767 | 67 | — | 40.2 | — | |
| RotatE2021.10 | 49.5 | 1,767 | 67 | 55 | 40.2 | — | |
| RotatEreporting_mode=recent models2020.08 | 49.5 | 1,767 | 67 | 55 | 40.2 | — | |
| RotatEreporting_scheme=Recent2020.08 | 49.5 | — | 67 | — | — | — | |
| RotatEDimension=500d, Vocabulary size (|V|)=123k + 74, Total Parameters (#P (M))=1232021.06 | 49.5 | — | 67 | — | — | 100 | |
| RotatE2019.11 | 49.5 | — | 67 | 55 | 40.2 | — | |
| RotatEDim=10002022.07 | 49.5 | — | — | — | — | — | |
| RotatEsetting=filtered rank2023.04 | 49.5 | — | 67 | 55 | 40.2 | — | |
| ConvECategory=Latent2021.09 | 48.8 | — | 65.7 | — | 39.9 | — | |
| DensE-Scalingreporting_scheme=Ours, ablation=no scaling2020.08 | 48.6 | — | 64.2 | — | — | — | |
| CompoundEsetting=filtered rank2023.04 | 47.7 | — | 66.4 | 53.8 | 37.6 | — | |
| D4-STE2019.06 | 47.2 | — | 64.3 | 52.3 | 38.1 | — | |
| D4-STEreporting_mode=recent models2020.08 | 47.2 | — | 64.3 | 52.3 | 38.1 | — | |
| D4-STEreporting_scheme=Recent2020.08 | 47.2 | — | 64.3 | — | — | — | |
| DihEdralsetting=filtered rank2023.04 | 47.2 | — | 64.3 | 52.3 | 38.1 | — | |
| GRASHVariant Model=ComplEx, Reduction Variant=Graph, Dim=1282022.07 | 46.3 | — | — | — | — | — | |
| TransEreporting_scheme=Adv+Recip2020.08 | 46 | — | 66.1 | — | — | — | |
| GRASHVariant Model=RotatE, Reduction Variant=Comb., Dim=5122022.07 | 45.3 | — | — | — | — | — | |
| RotatE + GreenKGCdimension=322022.08 | 45.3 | — | 62.9 | 50.9 | 36.1 | — | |
| DensEself-adversarial negative sampling=false2020.08 | 45.2 | — | — | — | — | — | |
| DensE-Advreporting_scheme=Ours, ablation=no self-adversarial sampling2020.08 | 45.2 | — | 64.2 | — | — | — | |
| ULTRATraining Regime=Zero-shot2023.10 | 45.1 | — | 61.5 | — | — | — | |
| ConvE2017.07 | 44 | 1,676 | 62 | 49 | 35 | — | |
| ConvE2019.02 | 44 | 1,671 | 62 | 49 | 35 | — | |
| ConvE2019.06 | 44 | — | 62 | 49 | 35 | — | |
| ConvE2019.11 | 44 | 1,671 | 62 | — | 35 | — | |
| ConvE2021.10 | 44 | 1,671 | 62 | 49 | 35 | — | |
| ConvE2019.11 | 44 | — | 62 | 49 | 35 | — | |
| ConvEsetting=filtered rank2023.04 | 44 | — | 62 | 49 | 35 | — | |
| ConvE2023.06 | 44 | 1,671 | 62 | 49 | 35 | — | |
| RotatEself-adversarial negative sampling=false2020.08 | 43.9 | — | — | — | — | — | |
| GRASHVariant Model=RotatE, Reduction Variant=Comb., Dim=1282022.07 | 43.4 | — | — | — | — | — | |
| GRASHVariant Model=RotatE, Reduction Variant=Epoch, Dim=1282022.07 | 43.2 | — | — | — | — | — | |
| GRASHVariant Model=RotatE, Reduction Variant=Graph, Dim=1282022.07 | 43.2 | — | — | — | — | — | |
| JoBi ComplExModel=ComplEx, Framework=JoBi2019.10 | 42.8 | — | 61.7 | 47.7 | 33.3 | — | |
| DistMultreporting_scheme=Adv+Recip2020.08 | 42.7 | — | 62.7 | — | — | — | |
| KGT52022.03 | 42.6 | — | 52.8 | — | 36.8 | — | |
| GRASHVariant Model=TransE, Reduction Variant=Graph, Dim=1282022.07 | 42.2 | — | — | — | — | — | |
| RotatEdimension=322022.08 | 41.9 | — | 60.7 | 47.5 | 32.1 | — | |
| RotatE + RicciKGEEmbedding dimension=128, Distance function=Hadamard rotation2025.12 | 40.6 | — | 60.3 | 46.2 | 30 | — | |
| AttHdimension=322022.08 | 39.7 | — | 56.6 | 43.7 | 31 | — | |
| RotatEEmbedding dimension=128, Distance function=Hadamard rotation2025.12 | 39.4 | — | 57.9 | 44.4 | 29.7 | — | |
| D4-Gumbel2019.06 | 38.8 | — | 57.3 | 43.6 | 29.4 | — | |
| ComplExModel=ComplEx2019.10 | 38.3 | — | 58.9 | 44 | 27.7 | — | |
| TransE + GreenKGCdimension=322022.08 | 36.2 | — | 53.7 | 40.8 | 26.5 | — | |
| ConvEdimension=322022.08 | 36.1 | — | 55.9 | 39.6 | 26 | — | |
| ComplEx2017.07 | 36 | 6,351 | 55 | 40 | 26 | — | |
| ComplEx2019.02 | 36 | 6,351 | 55 | 40 | 26 | — | |
| ComplEx2019.06 | 36 | — | 55 | 40 | 26 | — |