Inductive Link Prediction on WN V2 (Hit@10, MRR)
0.799Hit@10MKGL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MKGL2025.10 | 0.799 | 0.712 | |
| KRLMSetup=fine-tuning (FT)2025.10 | 0.799 | 0.7 | |
| Supervised SOTA2025.10 | 0.798 | 0.704 | |
| KRLMSetup=pre-training (PT)2025.10 | 0.782 | 0.696 | |
| MOTIFSetup=fine-tuning (FT)2025.10 | 0.781 | 0.68 | |
| TRIXSetup=pre-training (PT)2025.10 | 0.781 | 0.678 | |
| TRIXSetup=fine-tuning (FT)2025.10 | 0.78 | 0.682 | |
| ULTRASetup=fine-tuning (FT)2025.10 | 0.779 | 0.679 | |
| PROLINKBackbone=Llama2-7b2025.10 | 0.777 | 0.669 | |
| MOTIFSetup=pre-training (PT)2025.10 | 0.771 | 0.663 | |
| ULTRASetup=pre-training (PT)2025.10 | 0.765 | 0.663 |