Knowledge Graph Completion on Total Avg 57 graphs
0.432MRRKGPFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KGPFNSetting=In-context2026.05 | 0.432 | 62.8 | |
| KGICLSetting=Fine-tuned2026.05 | 0.43 | 60.3 | |
| TRIXSetting=Fine-tuned2026.05 | 0.418 | 56.9 | |
| MotifSetting=Fine-tuned2026.05 | 0.415 | 56.9 | |
| ULTRASetting=Fine-tuned2026.05 | 0.407 | 56.2 | |
| TRIXSetting=Zero-shot2026.05 | 0.388 | 55.1 | |
| KGICLSetting=Zero-shot2026.05 | 0.382 | 54.2 | |
| MotifSetting=Zero-shot2026.05 | 0.37 | 52.7 | |
| ULTRASetting=Zero-shot2026.05 | 0.367 | 52 |