Patent Approval Prediction on PATENTAP (test)
0.6604AUCGraphSage
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GraphSageInput=Feature Added (FLAN Graph)2024.04 | 0.6604 | 58.22 | |
| GCNInput=Feature Added (FLAN Graph)2024.04 | 0.6603 | 58.06 | |
| GCN-IIInput=Feature Added (FLAN Graph)2024.04 | 0.6591 | 58.11 | |
| GATInput=Feature Added (FLAN Graph)2024.04 | 0.6582 | 58.05 | |
| TreeLSTMInput=Feature Added (FLAN Graph)2024.04 | 0.6546 | 57.78 | |
| GraphSageInput=Plain FLAN Graph2024.04 | 0.6067 | 54.66 | |
| TreeLSTMInput=Plain FLAN Graph2024.04 | 0.5988 | 51.74 | |
| GCNInput=Plain FLAN Graph2024.04 | 0.5936 | 53.98 | |
| GATInput=Plain FLAN Graph2024.04 | 0.5844 | 53.29 | |
| GCN-IIInput=Plain FLAN Graph2024.04 | 0.5828 | 53.92 |