Node-Relation Inductive Link Prediction on WP 75% unseen relations
0.194MRRHYPER
Evaluation results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.194 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.192 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.06 | 0.191 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.06 | 0.186 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.06 | 0.175 | |
| HYPERInference Protocol=End-to-End Inference2025.06 | 0.139 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.06 | 0.089 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.06 | 0.086 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.086 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.08 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.06 | 0.073 | |
| HCNetInference Protocol=End-to-End Inference2025.06 | 0.019 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.06 | 0.009 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.06 | 0.006 | |
| G-MPNNInference Protocol=End-to-End Inference2025.06 | 0.001 |