Node-Relation Inductive Link Prediction on WD 50% unseen relations
0.234MRRHYPER
Evaluation Results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.234 | |
| HYPERInference Protocol=End-to-End Inference2025.06 | 0.205 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.2 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.189 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.182 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.06 | 0.175 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.06 | 0.158 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.06 | 0.158 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.06 | 0.155 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.06 | 0.111 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.06 | 0.069 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.06 | 0.055 | |
| HCNetInference Protocol=End-to-End Inference2025.06 | 0.043 | |
| G-MPNNInference Protocol=End-to-End Inference2025.06 | 0.001 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.06 | 0.001 |