Link Prediction on MKG-Y Equal split
31.46MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 31.46 | 38.15 | |
| IncDESetting=Dedicated CKGE2026.04 | 30.57 | 37.07 | |
| FastKGESetting=Dedicated CKGE2026.04 | 28.42 | 34.46 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 21.97 | 26.26 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 21.53 | 26.14 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 21.08 | 23.82 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 17.52 | 22.12 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 16.59 | 20.2 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 16.24 | 23.39 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 15.89 | 23.82 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 15.72 | 29.57 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 15.43 | 27.09 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 15.29 | 27.29 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 15.08 | 18.4 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 14.78 | 26.28 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 14.62 | 26.97 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 14.53 | 26.8 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 10.87 | 14.61 |