Link Prediction on MKG-W Equal split
0.2183MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 0.2183 | 0.3206 | |
| IncDESetting=Dedicated CKGE2026.04 | 0.2034 | 0.2987 | |
| FastKGESetting=Dedicated CKGE2026.04 | 0.1697 | 0.2492 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 0.1342 | 0.1925 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 0.1308 | 0.1905 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 0.1276 | 0.173 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 0.1064 | 0.1612 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 0.0986 | 0.1441 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 0.0973 | 0.1682 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 0.0946 | 0.2135 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 0.0942 | 0.1695 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 0.0938 | 0.1976 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 0.0912 | 0.1953 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 0.0893 | 0.1307 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 0.0879 | 0.1876 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 0.0867 | 0.1919 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 0.0858 | 0.1899 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 0.0598 | 0.0965 |