Node Classification on Cora (Accuracy and F1)
90.22AccuracyRGLM-Denoiser
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RGLM-DenoiserFramework=GTokenLLMs, base_LLM=Vicuna-7B-v1.5-16K2026.03 | 90.22 | 89.35 | |
| RGLM-DecoderFramework=GTokenLLMs, base_LLM=Vicuna-7B-v1.5-16K2026.03 | 89.85 | 89.39 | |
| RGLM-SimilarizerFramework=GTokenLLMs, base_LLM=Vicuna-7B-v1.5-16K2026.03 | 89.67 | 88.96 | |
| GCNFramework=GNNs2026.03 | 89.3 | 87.95 | |
| GRACEFramework=GNNs2026.03 | 89.11 | 88.12 | |
| LLaGAFramework=GTokenLLMs, base_LLM=Vicuna-7B-v1.5-16K2026.03 | 88.75 | 87.87 | |
| GraphSAGEFramework=GNNs2026.03 | 87.82 | 86.77 | |
| UniMPFramework=GNNs2026.03 | 87.82 | 86.32 | |
| NodeFormerFramework=GNNs2026.03 | 87.3 | 85.03 | |
| GATFramework=GNNs2026.03 | 87.08 | 86.32 | |
| GraphCLFramework=GNNs2026.03 | 86.53 | 84.5 | |
| LGDFramework=GNNs2026.03 | 85.61 | 84.61 | |
| DIFFormerFramework=GNNs2026.03 | 85.6 | 84.31 | |
| GraphText-SFTFramework=GTokenLLMs2026.03 | 84.69 | 83.77 | |
| GraphGPTFramework=GTokenLLMs, base_LLM=Vicuna-7B-v1.5-16K2026.03 | 83.92 | 82.72 | |
| GraphText-ICLFramework=GTextLLMs2026.03 | 82.29 | 81.16 |