Inductive Link Prediction on NELL V2 (Hit@10, MRR)
79.1Hit@10KRLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KRLMSetup=fine-tuning (FT)2025.10 | 79.1 | 58.3 | |
| PROLINKBackbone=Llama2-7b2025.10 | 78.7 | 58.1 | |
| KRLMSetup=pre-training (PT)2025.10 | 77.3 | 58.9 | |
| MOTIFSetup=pre-training (PT)2025.10 | 76.9 | 56.4 | |
| TRIXSetup=pre-training (PT)2025.10 | 76.8 | 56.9 | |
| MKGL2025.10 | 76.7 | 57 | |
| MOTIFSetup=fine-tuning (FT)2025.10 | 76.5 | 56.6 | |
| TRIXSetup=fine-tuning (FT)2025.10 | 76.4 | 57.1 | |
| ULTRASetup=fine-tuning (FT)2025.10 | 76.1 | 57.5 | |
| ULTRASetup=pre-training (PT)2025.10 | 70.7 | 52.6 | |
| Supervised SOTA2025.10 | 60.1 | 41.9 |