Node Classification on PolBlogs (Accuracy)
85.23AccuracyGITA-7B
Evaluation results
| Method | Links | |
|---|---|---|
| GITA-7BEvaluation Protocol=Fine-tuning, Augmentation=AUGLY2024.02 | 85.23 | |
| GITA-7BEvaluation Protocol=Fine-tuning, Pre-training=Cycle task pretrained2024.02 | 85.23 | |
| GITA-7BEvaluation Protocol=Fine-tuning2024.02 | 84.56 | |
| No defense2026.06 | 83.3 | |
| MC-GPB (+)2026.06 | 83 | |
| LLaMA2-7BEvaluation Protocol=Fine-tuning2024.02 | 80.54 | |
| Vicuna-7BEvaluation Protocol=Fine-tuning2024.02 | 80.54 | |
| Random noise2026.06 | 80.2 | |
| MC-GPB (+)Defense Method=MC-GPB (+), Backbone Architecture=GPR-GNN2026.06 | 80.1 | |
| Differential privacy2026.06 | 55.3 | |
| GITA-7BEvaluation Protocol=Zero-shot, Pre-training=Cycle task pretrained2024.02 | 48.32 | |
| GITA-7BEvaluation Protocol=Zero-shot2024.02 | 46.98 | |
| LLaMA2-7BEvaluation Protocol=Zero-shot2024.02 | 10.74 | |
| Vicuna-7BEvaluation Protocol=Zero-shot2024.02 | 8.72 |