Link Prediction on DB15K Entity split
28.56MRRMRCKG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 28.56 | 41.02 | |
| IncDESetting=Dedicated CKGE2026.04 | 25.18 | 36.17 | |
| FastKGESetting=Dedicated CKGE2026.04 | 23.87 | 34.28 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 16.79 | 23.61 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 16.44 | 23.48 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 16.18 | 21.51 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 13.26 | 19.7 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 12.25 | 17.55 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 12.24 | 20.74 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 11.86 | 20.92 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 11.7 | 25.89 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 11.55 | 23.86 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 11.36 | 23.85 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 11.17 | 16.03 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 10.88 | 22.76 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 10.85 | 23.55 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 10.84 | 23.52 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 7.86 | 12.43 |