Knowledge Graph Reasoning on IndE 12 datasets (test)
75.1Hit@10KRLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KRLMStage=Fine-tuning2025.10 | 75.1 | 59 | |
| MOTIFStage=Fine-tuning2025.10 | 74 | 58.2 | |
| KRLMStage=Pre-training2025.10 | 73.8 | 58.3 | |
| TRIXStage=Fine-tuning2025.10 | 73.4 | 58.3 | |
| PROLINKBackbone=Llama2-7b2025.10 | 73.3 | 56.2 | |
| TRIXStage=Pre-training2025.10 | 73.2 | 57.9 | |
| MKGL2025.10 | 72.6 | 57.8 | |
| ULTRAStage=Fine-tuning2025.10 | 72.4 | 56.6 | |
| MOTIFStage=Pre-training2025.10 | 72.1 | 55.7 | |
| ULTRAStage=Pre-training2025.10 | 70.3 | 54.9 | |
| Supervised SOTA2025.10 | 67.5 | 52.7 |