Multi-modal Knowledge Graph Reasoning on 17 MMKGs Inductive
54.77MRRTOFU
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TOFUEvaluation Protocol=fine-tune2026.02 | 54.77 | 72.45 | |
| KG-ICLEvaluation Protocol=fine-tune2026.02 | 54.33 | 72.6 | |
| KG-ICLEvaluation Protocol=zero-shot2026.02 | 53.77 | 71.43 | |
| TOFUEvaluation Protocol=zero-shot2026.02 | 53.51 | 71.72 | |
| MOTIFEvaluation Protocol=fine-tune2026.02 | 52.8 | 70.77 | |
| ULTRAEvaluation Protocol=fine-tune2026.02 | 50.8 | 68.57 | |
| MOTIFEvaluation Protocol=zero-shot2026.02 | 49.93 | 69.5 | |
| ULTRAEvaluation Protocol=zero-shot2026.02 | 49.63 | 67.7 | |
| Supervised SOTAEvaluation Protocol=supervised2026.02 | 48.4 | 65.13 |