Link Prediction on WN18 (test)
96.4Hits@10R-GCN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| R-GCN2019.06 | 96.4 | — | — | 69.7 | 92.9 | 81.9 | — | — | — | |
| ConvE2019.06 | 95.6 | — | — | 93.5 | 94.6 | 94.3 | — | — | — | |
| D4-GumbelK=42019.06 | 95.4 | — | — | 94.2 | 94.9 | 94.6 | — | — | — | |
| D4-STEK=42019.06 | 95.2 | — | — | 94.2 | 94.8 | 94.6 | — | — | — | |
| ComplEx2019.06 | 94.7 | — | — | 93.6 | 94.5 | 94.1 | — | — | — | |
| HolE2019.06 | 94.7 | — | — | 93 | 94.5 | 93.8 | — | — | — | |
| ANALOGY2019.06 | 94.7 | — | — | 93.9 | 94.4 | 94.2 | — | — | — | |
| SimplE2019.06 | 94.7 | — | — | 93.9 | 94.4 | 94.2 | — | — | — | |
| Single DistMult2019.06 | 94.6 | — | — | — | — | 79.7 | — | — | — | |
| DistMult2019.06 | 93.6 | — | — | 72.8 | 91.4 | 82.2 | — | — | — | |
| TransE2019.06 | 93.4 | — | — | 8.9 | 82.3 | 45.4 | — | — | — | |
| R-GCN2017.07 | 0.964 | — | — | 0.697 | 0.929 | 0.814 | — | — | — | |
| Inverse Model2017.07 | 0.964 | — | — | 0.953 | 0.964 | 0.963 | 740 | — | — | |
| R-GCN+ensemble=R-GCN and DistMult, alpha=0.42017.03 | 0.964 | 0.819 | 0.561 | 0.697 | 0.929 | — | — | — | — | |
| R-GCN2018.08 | 0.964 | — | — | 0.697 | 0.929 | 0.819 | — | — | — | |
| R-GCNLinear=false2019.01 | 0.964 | — | — | 0.697 | 0.929 | 0.819 | — | — | — | |
| Rotate3D2021.05 | 0.961 | — | — | 0.945 | 0.953 | 0.951 | 214 | — | — | |
| QuatDE2021.05 | 0.961 | — | — | 0.944 | 0.954 | 0.95 | 120 | — | — | |
| LineaRE2020.04 | 0.961 | — | — | 0.947 | 0.955 | 0.952 | 170 | — | — | |
| RotatE2019.02 | 0.959 | — | — | 0.944 | 0.952 | 0.949 | 309 | — | — | |
| RotatE2019.05 | 0.959 | — | — | — | — | 0.949 | 309 | — | — | |
| rotatE2021.05 | 0.959 | — | — | 0.944 | 0.952 | 0.949 | 309 | — | — | |
| QuatE2021.05 | 0.959 | — | — | 0.945 | 0.954 | 0.95 | 162 | — | — | |
| RotatE2020.08 | 0.959 | — | — | 0.944 | 0.952 | 0.949 | 309 | — | — | |
| DensE2020.08 | 0.959 | — | — | 0.945 | 0.954 | 0.95 | 285 | — | — | |
| RotatE2020.04 | 0.959 | — | — | 0.944 | 0.952 | 0.949 | 309 | — | — | |
| HypER2018.08 | 0.958 | — | — | 0.947 | 0.955 | 0.951 | 431 | — | — | |
| HypERLinear=false2019.01 | 0.958 | — | — | 0.947 | 0.955 | 0.951 | — | — | — | |
| TuckERLinear=true2019.01 | 0.958 | — | — | 0.949 | 0.955 | 0.953 | — | — | — | |
| MEIpartition=1x2002020.06 | 0.958 | — | — | 0.949 | 0.955 | 0.953 | — | — | — | |
| pRotatE2019.02 | 0.957 | — | — | 0.942 | 0.95 | 0.947 | 254 | — | — | |
| MEIpartition=3x1002020.06 | 0.957 | — | — | 0.946 | 0.952 | 0.95 | — | — | — | |
| ConvE2017.07 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | 374 | — | — | |
| ConvE2019.02 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | 374 | — | — | |
| ConvE2018.08 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | 374 | — | — | |
| ConvELinear=false2019.01 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | — | — | — | |
| MDE2019.05 | 0.956 | — | — | — | — | 0.871 | 118 | — | — | |
| ConvE2021.05 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | 374 | — | — | |
| TransD2020.04 | 0.956 | — | — | 0.722 | 0.926 | 0.822 | 261 | — | — | |
| ConvE2020.06 | 0.956 | — | — | 0.935 | 0.946 | 0.943 | — | — | — | |
| Quaternion-based four-embedding interaction modelWeight setting=Quaternion-based four-embedding2019.03 | 0.956 | — | — | 0.931 | 0.95 | 0.941 | — | — | — | |
| R-GCN2017.03 | 0.955 | 0.814 | 0.553 | 0.686 | 0.928 | — | — | — | — | |
| HDISTMULTlambda=0.82018.11 | 0.955 | — | — | 0.74 | 0.943 | 0.841 | 164 | — | — | |
| ConvE2019.05 | 0.955 | — | — | — | — | 0.942 | 504 | — | — | |
| TransE2020.04 | 0.955 | — | — | 0.713 | 0.93 | 0.821 | 145 | — | — | |
| ConvE2020.04 | 0.955 | — | — | 0.935 | 0.947 | 0.942 | 504 | — | — | |
| TorusE2018.08 | 0.954 | — | — | 0.943 | 0.95 | 0.947 | — | — | — | |
| TorusELinear=false2019.01 | 0.954 | — | — | 0.943 | 0.95 | 0.947 | — | — | — | |
| TransH2020.04 | 0.954 | — | — | 0.721 | 0.929 | 0.823 | 452 | — | — | |
| TorusE2020.06 | 0.954 | — | — | 0.943 | 0.95 | 0.947 | — | — | — | |
| ComplEx2020.04 | 0.953 | — | — | 0.945 | 0.949 | 0.948 | 531 | — | — | |
| ComplExrerun=true2022.10 | 0.952 | — | — | — | — | 0.898 | — | 85.4 | 92.6 | |
| HHOLElambda=22018.11 | 0.951 | — | — | 0.931 | 0.945 | 0.939 | 183 | — | — | |
| ENSEMBLE DM+lambda=4572018.11 | 0.95 | — | — | 0.784 | — | 0.79 | 457 | — | — | |
| DISTMULT*lambda=2202018.11 | 0.95 | — | — | 0.714 | 0.938 | 0.825 | 220 | — | — | |
| RulEEmbedding Model=TransE2022.10 | 0.95 | — | — | — | — | 0.775 | — | 67.2 | 86.2 | |
| HolE2016.06 | 0.949 | 0.938 | 0.616 | 0.93 | 0.945 | — | — | — | — | |
| KBGANDiscriminator=TRANSE, Generator=DISTMULT2017.11 | 0.949 | — | — | — | — | 71 | — | — | — | |
| KBGANDiscriminator=TRANSE, Generator=COMPLEX2017.11 | 0.949 | — | — | — | — | 70.5 | — | — | — | |
| HolE2017.03 | 0.949 | 0.938 | 0.616 | 0.93 | 0.945 | — | — | — | — | |
| HolE2019.02 | 0.949 | — | — | 0.93 | 0.945 | 0.938 | — | — | — | |
| HOLE2018.11 | 0.949 | — | — | 0.93 | 0.945 | 0.938 | — | — | — | |
| DistMult2020.04 | 0.949 | — | — | 0.694 | 0.922 | 0.81 | 496 | — | — | |
| KBGANDiscriminator=TRANSD, Generator=DISTMULT2017.11 | 0.948 | — | — | — | — | 77.2 | — | — | — | |
| KBGANDiscriminator=TRANSD, Generator=COMPLEX2017.11 | 0.948 | — | — | — | — | 77.9 | — | — | — | |
| ComplEx-NNE+AER2022.10 | 0.948 | — | — | — | — | 0.943 | — | 94 | 94.5 | |
| ComplEx2016.06 | 0.947 | 0.941 | 0.587 | 0.936 | 0.945 | — | — | — | — | |
| COMPLEX2017.11 | 0.947 | — | — | — | — | 94.1 | — | — | — | |
| ComplEx2017.07 | 0.947 | — | — | 0.936 | 0.936 | 0.941 | — | — | — | |
| ANALOGY2017.07 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| ComplEx2017.03 | 0.947 | 0.941 | 0.587 | 0.936 | 0.945 | — | — | — | — | |
| ComplEx2018.02 | 0.947 | 0.941 | 0.587 | 0.936 | 0.945 | — | — | — | — | |
| SimplEEmbedding size=200, lambda=0.032018.02 | 0.947 | 0.942 | 0.588 | 0.939 | 0.944 | — | — | — | — | |
| ComplEx2019.02 | 0.947 | — | — | 0.936 | 0.945 | 0.941 | — | — | — | |
| Complex2018.08 | 0.947 | — | — | 0.936 | 0.936 | 0.941 | — | — | — | |
| ANALOGY2018.08 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| SimplE2018.08 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| ComplExLinear=true2019.01 | 0.947 | — | — | 0.936 | 0.936 | 0.941 | — | — | — | |
| ANALOGYLinear=true2019.01 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| SimplELinear=true2019.01 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| SimplE2019.05 | 0.947 | — | — | — | — | 0.942 | — | — | — | |
| ComplEx2019.05 | 0.947 | — | — | — | — | 0.941 | — | — | — | |
| ComplEx2021.05 | 0.947 | — | — | 0.936 | 0.945 | 0.941 | — | — | — | |
| ComplEx2020.06 | 0.947 | — | — | 0.936 | 0.945 | 0.941 | — | — | — | |
| SimplE2020.06 | 0.947 | — | — | 0.939 | 0.944 | 0.942 | — | — | — | |
| DistMult2019.02 | 0.946 | — | — | — | — | 0.797 | 655 | — | — | |
| HOLE*lambda=2052018.11 | 0.946 | — | — | 0.893 | 0.936 | 0.916 | 205 | — | — | |
| HDISTMULTlambda=32018.11 | 0.945 | — | — | 0.732 | 0.931 | 0.831 | 184 | — | — | |
| Neural LP2018.08 | 0.945 | — | — | — | — | 0.94 | — | — | — | |
| Neural LPLinear=false2019.01 | 0.945 | — | — | — | — | 0.94 | — | — | — | |
| RulEEmbedding Model=ComplEx2022.10 | 0.944 | — | — | — | — | 0.928 | — | 91.9 | 93.5 | |
| DistMult2017.03 | 0.943 | 0.813 | 0.526 | 0.701 | 0.921 | — | — | — | — | |
| TransE2019.02 | 0.943 | — | — | 0.113 | 0.888 | 0.495 | — | — | — | |
| TransE2021.05 | 0.943 | — | — | 0.113 | 0.888 | 0.496 | — | — | — | |
| TransE2020.06 | 0.943 | — | — | 0.113 | 0.888 | 0.495 | — | — | — | |
| DISTMULT2018.11 | 0.942 | — | — | — | — | 0.83 | — | — | — | |
| HHOLElambda=02018.11 | 0.942 | — | — | 0.903 | 0.934 | 0.919 | 293 | — | — | |
| SimplE-ignrEmbedding size=200, lambda=0.0012018.02 | 0.941 | 0.939 | 0.576 | 0.938 | 0.94 | — | — | — | — | |
| TransR2018.02 | 0.94 | 0.605 | 0.427 | 0.335 | 0.876 | — | — | — | — | |
| Gaifman2017.07 | 0.939 | — | — | 0.761 | — | — | 352 | — | — |