Attribute Prediction on ARTIFACTBENCH (transductive)
0.061MAEBUDDY
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BUDDYMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.061 | 0.1 | |
| NCNMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.062 | 0.1 | |
| GATv2ConvMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.062 | 0.101 | |
| NCNCMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.063 | 0.103 | |
| NeoGNNMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.065 | 0.104 | |
| GPT-5.2Method Category=LLM-based, Graph Info=Yes2026.05 | 0.093 | 0.136 | |
| Dataset meanMethod Category=Heuristic2026.05 | 0.128 | 0.166 | |
| Qwen3-8BMethod Category=LLM-based, Graph Info=Yes2026.05 | 0.131 | 0.181 | |
| GPT-5.2Method Category=LLM-based, Graph Info=No2026.05 | 0.137 | 0.187 | |
| Model meanMethod Category=Heuristic2026.05 | 0.178 | 0.22 | |
| Global meanMethod Category=Heuristic2026.05 | 0.187 | 0.225 | |
| Qwen3-8BMethod Category=LLM-based, Graph Info=No2026.05 | 0.201 | 0.263 |