Inductive Link Prediction on WN V4 (Hit@10, MRR)
74.3Hit@10Supervised SOTA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Supervised SOTA2025.10 | 74.3 | 66.1 | |
| MKGL2025.10 | 74.1 | 66.4 | |
| KRLMSetup=fine-tuning (FT)2025.10 | 73.8 | 66.5 | |
| MOTIFSetup=fine-tuning (FT)2025.10 | 73.3 | 65.9 | |
| PROLINKBackbone=Llama2-7b2025.10 | 73.3 | 62.3 | |
| TRIXSetup=pre-training (PT)2025.10 | 72.3 | 64.8 | |
| KRLMSetup=pre-training (PT)2025.10 | 72.3 | 65.5 | |
| TRIXSetup=fine-tuning (FT)2025.10 | 72.2 | 65 | |
| ULTRASetup=fine-tuning (FT)2025.10 | 72 | 61.4 | |
| MOTIFSetup=pre-training (PT)2025.10 | 71.8 | 64 | |
| ULTRASetup=pre-training (PT)2025.10 | 70.5 | 61.1 |