Link Prediction on MKG-Y (Higher split)
32.85MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 32.85 | 40.53 | |
| IncDESetting=Dedicated CKGE2026.04 | 31.86 | 39.31 | |
| FastKGESetting=Dedicated CKGE2026.04 | 30.82 | 38.03 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 23.62 | 28.56 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 23.16 | 28.45 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 22.74 | 26 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 18.96 | 24.22 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 17.93 | 22.09 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 17.58 | 25.62 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 17.25 | 26.17 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 17.04 | 32.43 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 16.72 | 29.7 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 16.57 | 29.92 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 16.35 | 20.18 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 16.04 | 28.86 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 15.87 | 29.62 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 15.79 | 29.46 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 11.78 | 16.02 |