Knowledge Graph Completion on DB15K
41.25MRRM-Hyper
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| M-HyperModality Type=Multi-modal KGC2025.09 | 41.25 | 33.64 | 45.01 | 56.09 | |
| MCKGCEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 39.79 | 31.92 | 43.8 | 54.66 | |
| MoMoKEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 39.57 | 32.38 | 43.45 | 54.14 | |
| MoMoKModality Type=Multi-modal KGC2025.09 | 39.57 | 32.38 | 43.45 | 54.14 | |
| TOFUEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 39.01 | 31.8 | 42.34 | 53.14 | |
| BiQUE*Modality Type=Uni-modal KGC2025.09 | 38.34 | 32.38 | 41.48 | 53.23 | |
| K-ONEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 38.1 | 30.13 | 42.77 | 53.59 | |
| MyGOEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 37.72 | 30.08 | 41.26 | 52.21 | |
| MyGOModality Type=Multi-modal KGC2025.09 | 37.72 | 30.08 | 41.26 | 52.21 | |
| LMBKGCEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 37.23 | 27.78 | 42.75 | 54.71 | |
| APKGCEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 36.4 | 28.2 | 41.3 | 52.7 | |
| SNAGEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 36.3 | 27.4 | 41.1 | 53 | |
| K-ON*Modality Type=Multi-modal KGC2025.09 | 36.24 | 28.13 | 40.49 | 51.26 | |
| DualE*Modality Type=Uni-modal KGC2025.09 | 35.85 | 29.31 | 38.52 | 51.28 | |
| NATIVEEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 34.3 | 25.08 | 39.48 | 51.35 | |
| QuatE*Modality Type=Uni-modal KGC2025.09 | 34.18 | 25.42 | 38.91 | 51.3 | |
| MMRNSEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 32.68 | 23.01 | 37.86 | 51.01 | |
| MMRNSModality Type=Multi-modal KGC2025.09 | 32.68 | 23.01 | 37.86 | 51.01 | |
| AdaMFEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 32.51 | 21.31 | 39.67 | 51.68 | |
| AdaMFModality Type=Multi-modal KGC2025.09 | 32.51 | 21.31 | 39.67 | 51.68 | |
| IMFEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 32.25 | 24.2 | 36 | 48.19 | |
| IMFModality Type=Multi-modal KGC2025.09 | 32.25 | 24.2 | 36 | 48.19 | |
| VBKGCEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 30.61 | 19.75 | 37.18 | 49.44 | |
| VBKGCModality Type=Multi-modal KGC2025.09 | 30.61 | 19.75 | 37.18 | 49.44 | |
| VISTAEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 30.42 | 22.49 | 33.56 | 45.94 | |
| VISTAModality Type=Multi-modal KGC2025.09 | 30.42 | 22.49 | 33.56 | 45.94 | |
| RSMEEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 29.76 | 24.15 | 32.12 | 40.29 | |
| RotatEModality Type=Uni-modal KGC2025.09 | 29.28 | 17.87 | 36.12 | 49.66 | |
| MANSEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 28.82 | 16.87 | 36.58 | 49.26 | |
| TBKGCEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 28.4 | 15.61 | 37.03 | 49.86 | |
| MoSEModality Type=Multi-modal KGC2025.09 | 28.38 | 21.56 | 30.91 | 41.67 | |
| QEBEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 28.18 | 14.82 | 36.67 | 51.55 | |
| QEBModality Type=Multi-modal KGC2025.09 | 28.18 | 14.82 | 36.67 | 51.55 | |
| TransAEEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 28.09 | 21.25 | 31.17 | 41.17 | |
| TransAEModality Type=Multi-modal KGC2025.09 | 28.09 | 21.25 | 31.17 | 41.17 | |
| ComplExModality Type=Uni-modal KGC2025.09 | 27.48 | 18.37 | 31.57 | 45.37 | |
| IKRLEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 26.82 | 14.09 | 34.93 | 49.09 | |
| IKRLModality Type=Multi-modal KGC2025.09 | 26.82 | 14.09 | 34.93 | 49.09 | |
| MMKRLEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 26.81 | 13.85 | 35.07 | 49.39 | |
| TransEModality Type=Uni-modal KGC2025.09 | 24.86 | 12.78 | 31.48 | 47.07 | |
| OTKGEEvaluation Protocol=Transductive, Filter Setting=True2026.02 | 23.86 | 18.45 | 25.89 | 34.23 | |
| OTKGEModality Type=Multi-modal KGC2025.09 | 23.86 | 18.45 | 25.89 | 34.23 |