Node-Relation Inductive Link Prediction on JF 25% unseen relations
0.217MRRHYPER
Evaluation Results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.217 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG2025.06 | 0.216 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.214 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG+2HG, Reification=true2025.06 | 0.209 | |
| HYPERInference Protocol=End-to-End Inference2025.06 | 0.202 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG2025.06 | 0.187 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4HG, Reification=true2025.06 | 0.154 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG2025.06 | 0.148 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG2025.06 | 0.109 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=3KG, Reification=true2025.06 | 0.103 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG2025.06 | 0.056 | |
| HCNetInference Protocol=End-to-End Inference2025.06 | 0.011 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=4KG, Reification=true2025.06 | 0.011 | |
| G-MPNNInference Protocol=End-to-End Inference2025.06 | 0.006 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training Dataset=50KG, Reification=true2025.06 | 0.001 |