Link Prediction on MKG-Y Entity split
0.2518MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 0.2518 | 0.2973 | |
| IncDESetting=Dedicated CKGE2026.04 | 0.2394 | 0.2827 | |
| FastKGESetting=Dedicated CKGE2026.04 | 0.2347 | 0.2771 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 0.1907 | 0.2199 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 0.1872 | 0.2192 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 0.1835 | 0.2 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 0.1498 | 0.1825 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 0.1412 | 0.1659 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 0.1389 | 0.193 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 0.1356 | 0.1961 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 0.1341 | 0.2433 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 0.1315 | 0.2228 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 0.1302 | 0.2241 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 0.1279 | 0.1505 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 0.1258 | 0.2158 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 0.1243 | 0.2212 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 0.1237 | 0.2201 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 0.0914 | 0.1185 |