Link Prediction on MKG-W (Higher split)
29.53MRRMRCKG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MRCKGSetting=Ours2026.04 | 29.53 | 43.67 | |
| IncDESetting=Dedicated CKGE2026.04 | 22.61 | 33.44 | |
| FastKGESetting=Dedicated CKGE2026.04 | 21.73 | 32.14 | |
| ComplEx+EWCSetting=Unimodal +CL2026.04 | 15.72 | 22.77 | |
| ComplEx+FTSetting=Unimodal +FT2026.04 | 15.36 | 22.6 | |
| TuckER+FTSetting=Unimodal +FT2026.04 | 15.03 | 20.58 | |
| MMDistMult+FTSetting=Multimodal +FT2026.04 | 12.47 | 19.08 | |
| RotatE+EWCSetting=Unimodal +CL2026.04 | 11.56 | 17.06 | |
| DistMult+EWCSetting=Unimodal +CL2026.04 | 11.27 | 19.67 | |
| MMTransE+ReplaySetting=Multimodal +CL2026.04 | 11.25 | 25.64 | |
| DistMult+FTSetting=Unimodal +FT2026.04 | 10.98 | 19.95 | |
| TransE+ReplaySetting=Unimodal +CL2026.04 | 10.95 | 23.3 | |
| MMTransE+EWCSetting=Multimodal +CL2026.04 | 10.89 | 23.55 | |
| MMRotatE+FTSetting=Multimodal +FT2026.04 | 10.74 | 15.88 | |
| MMTransE+FTSetting=Multimodal +FT2026.04 | 10.38 | 23.2 | |
| TransE+EWCSetting=Unimodal +CL2026.04 | 10.37 | 22.34 | |
| TransE+FTSetting=Unimodal +FT2026.04 | 10.24 | 22.89 | |
| TuckER+EWCSetting=Unimodal +CL2026.04 | 7.12 | 11.6 |