Node Classification on History (Macro-F1)
83.58Macro F1OFA
Evaluation results
| Method | Links | |
|---|---|---|
| OFACategory=SOTAs2026.06 | 83.58 | |
| ROBERTAGroup=Baselines, Category=BERT2026.06 | 54.04 | |
| PromptGNN-simGroup=Ours, Backbone=Llama3B2026.06 | 51.41 | |
| BERTGroup=Baselines, Category=BERT2026.06 | 49.93 | |
| ENGINECategory=SOTAs2026.06 | 49.64 | |
| GATGroup=Baselines, Category=GNN2026.06 | 45.68 | |
| GRAPHREACTsetting=Zero-shot2026.05 | 35.1 | |
| VICUNA-7B-V1.5setting=Zero-shot2026.05 | 34.9 | |
| MLPGroup=Baselines, Category=GNN2026.06 | 34.07 | |
| TEA-GLMsetting=Zero-shot2026.05 | 33.6 | |
| Sentence-BERTGroup=Baselines, Category=BERT2026.06 | 31.95 | |
| GraphSAGEGroup=Baselines, Category=GNN2026.06 | 27.32 | |
| GCNGroup=Baselines, Category=GNN2026.06 | 23.97 | |
| GLNNGroup=Baselines, Category=GNN2026.06 | 23.63 | |
| NodeFormerGroup=Baselines, Category=GNN2026.06 | 22.56 | |
| GraphCLGroup=Baselines, Category=GNN2026.06 | 22.25 | |
| GraphormerGroup=Baselines, Category=GNN2026.06 | 20.95 | |
| GATsetting=Zero-shot2026.05 | 15.9 | |
| LLAGAsetting=Zero-shot2026.05 | 14.4 | |
| GLNNsetting=Zero-shot2026.05 | 6.4 | |
| GKDsetting=Zero-shot2026.05 | 6 | |
| DIFFORMERsetting=Zero-shot2026.05 | 5 | |
| NODEFORMERsetting=Zero-shot2026.05 | 4.6 | |
| DGIsetting=Zero-shot2026.05 | 3.8 | |
| GRAPHSAGEsetting=Zero-shot2026.05 | 2.9 | |
| OFAsetting=Zero-shot2026.05 | 2.6 | |
| GCNsetting=Zero-shot2026.05 | 2.4 | |
| MLPsetting=Zero-shot2026.05 | 2.3 |