Link Prediction on WN9-IMG
93.5MRRVL-DistMult
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VL-DistMultScoring Function=DistMult, base=CLIP2026.03 | 93.5 | 92.5 | 94 | 95.7 | |
| VL-ComplExScoring Function=ComplEx, base=CLIP2026.03 | 92.7 | 92 | 92.9 | 94.1 | |
| OTKGE2026.03 | 92.3 | 91.1 | 93 | 94.7 | |
| VB-DistMultScoring Function=DistMult, Variant=VB2026.03 | 92.3 | 91.4 | 92.7 | 93.8 | |
| VB-ComplExScoring Function=ComplEx, Variant=VB2026.03 | 91.6 | 91 | 91.8 | 92.4 | |
| VL-RotatEScoring Function=RotatE, base=CLIP2026.03 | 91.4 | 90.4 | 91.8 | 93.4 | |
| MMKRL2026.03 | 91.3 | 90.5 | 91.7 | 93.2 | |
| VL-TransEScoring Function=TransE, base=CLIP2026.03 | 91.3 | 89 | 92.8 | 95 | |
| VL-RotatEScoring Function=RotatE, base=BLIP2026.03 | 91.1 | 89.8 | 91.8 | 93.1 | |
| VB-TransEScoring Function=TransE, Variant=VB2026.03 | 91 | 89 | 92.3 | 94.4 | |
| VL-TransEScoring Function=TransE, base=BLIP2026.03 | 91 | 89.4 | 92.1 | 94 | |
| RotatEScoring Function=RotatE2026.03 | 91 | 90.7 | 91.1 | 91.7 | |
| VB-RotatEScoring Function=RotatE, Variant=VB2026.03 | 91 | 90.3 | 91.4 | 92.5 | |
| VL-DistMultScoring Function=DistMult, base=BLIP2026.03 | 90.9 | 90.7 | 90.8 | 91.4 | |
| TransEScoring Function=TransE2026.03 | 90.4 | 89.4 | 90.9 | 92.2 | |
| DistMultScoring Function=DistMult2026.03 | 90.4 | 90.2 | 90.4 | 90.7 | |
| VL-ComplExScoring Function=ComplEx, base=BLIP2026.03 | 90.3 | 90 | 90.4 | 90.7 | |
| ComplExScoring Function=ComplEx2026.03 | 90 | 89.9 | 90.1 | 90.2 |