Link Prediction on DB15K Equal split
23.05MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 23.05 | 36.13 | |
| IncDESetting=Dedicated CKGE2026.04 | 22.15 | 34.72 | |
| FastKGESetting=Dedicated CKGE2026.04 | 20.82 | 32.63 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 14.19 | 21.75 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 13.87 | 21.59 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 13.54 | 19.62 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 11.04 | 17.88 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 10.28 | 16.05 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 10.15 | 18.75 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 9.91 | 23.9 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 9.82 | 22.11 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 9.78 | 18.8 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 9.58 | 21.92 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 9.37 | 14.66 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 9.21 | 21 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 9.13 | 21.6 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 9.05 | 21.4 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 6.54 | 11.27 |