Inductive Link Prediction on NELL V4 (Hit@10, MRR)
77.2Hit@10TRIX
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TRIXSetup=fine-tuning (FT)2025.10 | 77.2 | 55.1 | |
| KRLMSetup=fine-tuning (FT)2025.10 | 77.2 | 55.4 | |
| MKGL2025.10 | 76.9 | 53.5 | |
| PROLINKBackbone=Llama2-7b2025.10 | 76.9 | 53.3 | |
| TRIXSetup=pre-training (PT)2025.10 | 76.5 | 53.8 | |
| MOTIFSetup=fine-tuning (FT)2025.10 | 74 | 50.7 | |
| KRLMSetup=pre-training (PT)2025.10 | 73.9 | 54.4 | |
| ULTRASetup=fine-tuning (FT)2025.10 | 73.3 | 46.9 | |
| ULTRASetup=pre-training (PT)2025.10 | 71.2 | 47.9 | |
| MOTIFSetup=pre-training (PT)2025.10 | 71.1 | 50.3 | |
| Supervised SOTA2025.10 | 55.6 | 36.3 |