Node-Relation Inductive Link Prediction on WD 100% unseen relations
0.255MRRHYPER
Evaluation Results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.06 | 0.255 | |
| HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.21 | |
| HYPERInference Protocol=End-to-End Inference2025.06 | 0.205 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.182 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.06 | 0.165 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.06 | 0.161 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.06 | 0.146 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.145 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.137 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.06 | 0.136 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.06 | 0.088 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.06 | 0.065 | |
| HCNetInference Protocol=End-to-End Inference2025.06 | 0.007 | |
| G-MPNNInference Protocol=End-to-End Inference2025.06 | 0.001 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.06 | 0.001 |