Knowledge Graph Reasoning on WN18RR transductive (test)
67.8Hit@10CSProm-KG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CSProm-KGBackbone=BERT2025.10 | 67.8 | 57.5 | |
| KRLMStage=End-to-end training2025.10 | 65.9 | 55.2 | |
| MKGL2025.10 | 65.6 | 55.2 | |
| KICGPTBackbone=GPT-3.52025.10 | 64.1 | 54.9 | |
| MOTIFStage=Pre-training2025.10 | 62.8 | 52.9 | |
| ULTRAStage=Pre-training2025.10 | 61.4 | 48 | |
| TRIXStage=Pre-training2025.10 | 61.1 | 51.4 | |
| KRLMStage=Pre-training2025.10 | 61 | 50.6 | |
| KG-LLMBackbone=Llama2-7b2025.10 | 50.3 | 42.7 |