Link Prediction on WikiArt-MKG v1
78.5MRRVL-ComplEx
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VL-ComplExBase VLM=CLIP2026.03 | 78.5 | 66.5 | 88.9 | 97.5 | |
| VL-DistMultBase VLM=CLIP2026.03 | 78.1 | 65.9 | 88.8 | 97.4 | |
| VL-RotatEBase VLM=CLIP2026.03 | 72.4 | 59 | 83.3 | 95 | |
| VL-ComplExBase VLM=BLIP2026.03 | 71.5 | 57.6 | 83 | 94.5 | |
| VL-DistMultBase VLM=BLIP2026.03 | 70.5 | 56.5 | 81.8 | 94 | |
| VL-TransEBase VLM=CLIP2026.03 | 68.3 | 53.5 | 79.9 | 93.8 | |
| VL-TransEBase VLM=BLIP2026.03 | 68.1 | 53.7 | 79.4 | 92.4 | |
| VL-RotatEBase VLM=BLIP2026.03 | 67 | 52 | 78.8 | 92.5 | |
| VB-DistMult2026.03 | 64.9 | 50.3 | 75.6 | 91.1 | |
| VB-ComplEx2026.03 | 64.9 | 50.4 | 75.8 | 91.2 | |
| CLIPZero-shot=true2026.03 | 51 | 35.7 | 60.9 | 79.8 | |
| VB-RotatE2026.03 | 49.1 | 32.8 | 58.6 | 83.4 | |
| VB-TransE2026.03 | 48.9 | 32.5 | 58.4 | 83.3 | |
| BLIPZero-shot=true2026.03 | 40.3 | 24.6 | 49.2 | 72.1 | |
| RotatE2026.03 | 27.6 | 13.6 | 32.7 | 56.3 | |
| TransE2026.03 | 24.5 | 11.6 | 28.2 | 51.1 | |
| DistMult2026.03 | 13.5 | 4.4 | 11.8 | 34.2 | |
| ComplEx2026.03 | 13.3 | 4.2 | 11.6 | 34.1 |