Multi-modal Knowledge Graph Reasoning on 17 MMKGs Overall
47.41MRRTOFU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TOFUEvaluation Protocol=fine-tune2026.02 | 47.41 | 63.02 | |
| TOFUEvaluation Protocol=zero-shot2026.02 | 45.93 | 61.67 | |
| KG-ICLEvaluation Protocol=fine-tune2026.02 | 45.3 | 60.46 | |
| MOTIFEvaluation Protocol=fine-tune2026.02 | 44.37 | 60.15 | |
| KG-ICLEvaluation Protocol=zero-shot2026.02 | 44.28 | 59.13 | |
| ULTRAEvaluation Protocol=fine-tune2026.02 | 44.22 | 59.9 | |
| MOTIFEvaluation Protocol=zero-shot2026.02 | 38.71 | 56.82 | |
| ULTRAEvaluation Protocol=zero-shot2026.02 | 38.24 | 55.43 | |
| Supervised SOTAEvaluation Protocol=supervised2026.02 | 37.61 | 50.89 |