Link Prediction on WikiArt MKG v2
0.578MRRVL-ComplEx
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VL-ComplExBase VLM=CLIP2026.03 | 0.578 | 0.465 | 0.642 | 0.795 | |
| VL-DistMultBase VLM=CLIP2026.03 | 0.577 | 0.462 | 0.643 | 0.796 | |
| VL-TransEBase VLM=CLIP2026.03 | 0.526 | 0.399 | 0.597 | 0.772 | |
| VL-ComplExBase VLM=BLIP2026.03 | 0.515 | 0.399 | 0.579 | 0.737 | |
| VL-DistMultBase VLM=BLIP2026.03 | 0.508 | 0.392 | 0.571 | 0.731 | |
| VB-ComplEx2026.03 | 0.463 | 0.348 | 0.52 | 0.692 | |
| VB-DistMult2026.03 | 0.461 | 0.346 | 0.518 | 0.689 | |
| VL-RotatEBase VLM=BLIP2026.03 | 0.459 | 0.341 | 0.518 | 0.69 | |
| VL-RotatEBase VLM=CLIP2026.03 | 0.439 | 0.326 | 0.489 | 0.667 | |
| VL-TransEBase VLM=BLIP2026.03 | 0.419 | 0.307 | 0.47 | 0.641 | |
| VB-RotatE2026.03 | 0.414 | 0.3 | 0.463 | 0.649 | |
| VB-TransE2026.03 | 0.309 | 0.186 | 0.356 | 0.558 | |
| CLIPZero-shot=true2026.03 | 0.237 | 0.139 | 0.263 | 0.442 | |
| RotatE2026.03 | 0.215 | 0.135 | 0.232 | 0.387 | |
| TransE2026.03 | 0.206 | 0.13 | 0.222 | 0.365 | |
| BLIPZero-shot=true2026.03 | 0.175 | 0.096 | 0.193 | 0.334 | |
| DistMult2026.03 | 0.157 | 0.095 | 0.151 | 0.305 | |
| ComplEx2026.03 | 0.157 | 0.096 | 0.152 | 0.305 |