Multi-modal Knowledge Graph Reasoning on 17 MMKGs Fully-Inductive
44.38MRRKG-ICL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KG-ICLEvaluation Protocol=fine-tune2026.02 | 44.38 | 66.48 | |
| TOFUEvaluation Protocol=zero-shot2026.02 | 43.44 | 66.15 | |
| TOFUEvaluation Protocol=fine-tune2026.02 | 43.22 | 65.68 | |
| KG-ICLEvaluation Protocol=zero-shot2026.02 | 41.05 | 63.55 | |
| ULTRAEvaluation Protocol=zero-shot2026.02 | 39.45 | 60.73 | |
| ULTRAEvaluation Protocol=fine-tune2026.02 | 39.03 | 60.35 | |
| MOTIFEvaluation Protocol=zero-shot2026.02 | 38.73 | 60.7 | |
| MOTIFEvaluation Protocol=fine-tune2026.02 | 37.93 | 58.98 | |
| Supervised SOTAEvaluation Protocol=supervised2026.02 | 16.55 | 29.63 |