Link Prediction on MKG-W (Entity split)
27.12MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 27.12 | 35.78 | |
| FastKGESetting=Dedicated CKGE2026.04 | 21.37 | 28.19 | |
| IncDESetting=Dedicated CKGE2026.04 | 20.98 | 27.68 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 14.86 | 19.22 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 14.25 | 18.72 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 13.97 | 17.09 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 11.75 | 16.06 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 10.98 | 14.47 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 10.74 | 16.74 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 10.52 | 21.42 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 10.43 | 16.93 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 10.27 | 19.52 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 10.14 | 19.59 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 10.08 | 13.31 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 9.68 | 18.63 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 9.63 | 19.22 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 9.56 | 19.09 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 6.79 | 9.88 |