Link Prediction on JF node-inductive (test)
46.3MRRHYPER
Evaluation results
| Method | Links | |
|---|---|---|
| HYPERInference Protocol=Finetuned Inference, Pre-training configuration=3KG + 2HG, Reification=false2025.06 | 46.3 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=3KG + 2HG, Reification=false2025.06 | 45.9 | |
| HCNetInference Protocol=End-to-End Inference, Reification=false2025.06 | 43.5 | |
| HYPERInference Protocol=End-to-End Inference, Reification=false2025.06 | 42.2 | |
| ULTRAInference Protocol=Finetuned Inference, Pre-training configuration=3KG+2HG, Reification=true2025.06 | 42.1 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=3KG+2HG, Reification=true2025.06 | 41 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=4HG, Reification=false2025.06 | 40.3 | |
| RD-MPNNInference Protocol=End-to-End Inference, Reification=false2025.06 | 40.2 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=4HG, Reification=true2025.06 | 39.7 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=3KG, Reification=true2025.06 | 32.1 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=50KG, Reification=false2025.06 | 30.2 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=4KG, Reification=false2025.06 | 26.6 | |
| HYPERInference Protocol=Zero-shot Inference, Pre-training configuration=3KG, Reification=false2025.06 | 26.3 | |
| G-MPNNInference Protocol=End-to-End Inference, Reification=false2025.06 | 21.9 | |
| HGNNInference Protocol=End-to-End Inference, Reification=false2025.06 | 10.2 | |
| HyperGCNInference Protocol=End-to-End Inference, Reification=false2025.06 | 9.9 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=4KG, Reification=true2025.06 | 6.5 | |
| ULTRAInference Protocol=Zero-shot Inference, Pre-training configuration=50KG, Reification=true2025.06 | 0.7 |