Node Classification on PubMed (Accuracy and F1)
90.49AccuracyUniGraphLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniGraphLM2026.05 | 90.49 | 90.09 | |
| TEA-GLM2026.05 | 85.13 | 84.32 | |
| Vicuna-7B2026.05 | 78.92 | 78.85 | |
| GraphGPT2026.05 | 73.45 | 72.85 | |
| LLaGA2026.05 | 68.54 | 67.96 | |
| GOFA2026.05 | 64.72 | 48.46 | |
| LLaMA-2-7B2026.05 | 25.36 | 19.66 |