Attribute Prediction on ARTIFACTBENCH (inductive)
0.095MAENCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NCNMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.095 | 0.138 | |
| NCNCMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.095 | 0.139 | |
| GPT-5.2Method Category=LLM-based, Graph Info=Yes2026.05 | 0.098 | 0.144 | |
| BUDDYMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.1 | 0.141 | |
| NeoGNNMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.101 | 0.146 | |
| GATv2ConvMethod Category=GNN-based, Joint Training=Yes2026.05 | 0.11 | 0.153 | |
| Qwen3-8BMethod Category=LLM-based, Graph Info=Yes2026.05 | 0.121 | 0.173 | |
| Dataset meanMethod Category=Heuristic2026.05 | 0.128 | 0.166 | |
| GPT-5.2Method Category=LLM-based, Graph Info=No2026.05 | 0.138 | 0.187 | |
| Global meanMethod Category=Heuristic2026.05 | 0.187 | 0.225 | |
| Qwen3-8BMethod Category=LLM-based, Graph Info=No2026.05 | 0.202 | 0.262 | |
| Model meanMethod Category=Heuristic2026.05 | 0.205 | 0.24 |