Multi-modal Knowledge Graph Reasoning on 17 MMKGs Transductive
46.87MRRTOFU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TOFUEvaluation Protocol=fine-tune2026.02 | 46.87 | 59.13 | |
| TOFUEvaluation Protocol=zero-shot2026.02 | 44.65 | 56.87 | |
| MOTIFEvaluation Protocol=fine-tune2026.02 | 44.42 | 57.43 | |
| ULTRAEvaluation Protocol=fine-tune2026.02 | 44.32 | 57.13 | |
| KG-ICLEvaluation Protocol=fine-tune2026.02 | 42.95 | 54.41 | |
| Supervised SOTAEvaluation Protocol=supervised2026.02 | 42.79 | 55.12 | |
| KG-ICLEvaluation Protocol=zero-shot2026.02 | 42.73 | 53.66 | |
| MOTIFEvaluation Protocol=zero-shot2026.02 | 35.34 | 51.47 | |
| ULTRAEvaluation Protocol=zero-shot2026.02 | 34.34 | 49.64 |