Node Classification on WikiCS (Accuracy and F1)
85.35AccuracyCO-EVOLVE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CO-EVOLVEBase LLM=Llama-3.2-1B2026.03 | 85.35 | 81.89 | |
| TAPECategory=Graph-LLM2026.03 | 84.44 | 82.47 | |
| FLAGCategory=Graph-LLM2026.03 | 83.04 | 78.9 | |
| PattonCategory=Graph-LLM2026.03 | 82.05 | 78.16 | |
| ZeroGCategory=Graph-LLM2026.03 | 78.82 | 77.32 | |
| GATCategory=GNN-only2026.03 | 76.83 | 75.72 | |
| UniGraphLM2026.05 | 76.65 | 72.4 | |
| GCNCategory=GNN-only2026.03 | 76.49 | 73.42 | |
| RoBERTaCategory=LM-only2026.03 | 74.77 | 74.49 | |
| InstructGLMCategory=Graph-LLM2026.03 | 74.4 | 73.55 | |
| Sent-BERTCategory=LM-only2026.03 | 74.2 | 72.27 | |
| TRN-R1-Zero (7B)Type=RL Only, Zero-shot=true2026.04 | 73.63 | 70.3 | |
| Graph-R1 (14B)Type=SFT + RL, Zero-shot=true2026.04 | 73.25 | 70.11 | |
| Qwen2.5-14B-itType=LLM, Zero-shot=true2026.04 | 73.03 | 70.78 | |
| LLaGACategory=Graph-LLM2026.03 | 71.64 | 68.91 | |
| GPT-4oType=LLM, Zero-shot=true2026.04 | 69.69 | 64.51 | |
| LLaGA2026.05 | 69.16 | 63.08 | |
| Qwen2.5-7B-itType=LLM, Zero-shot=true2026.04 | 67.44 | 63.93 | |
| GOFA2026.05 | 66.77 | 62.85 | |
| ZeroGType=GFM, Zero-shot=true2026.04 | 62.71 | 57.87 | |
| Vicuna-7B2026.05 | 62.34 | 60.57 | |
| Qwen2.5-1.5B-itType=LLM, Zero-shot=true2026.04 | 61.71 | 56.17 | |
| Llama-3.1-8BType=LLM, Zero-shot=true2026.04 | 59.43 | 54.16 | |
| TEA-GLM2026.05 | 55.19 | 50.27 | |
| GraphGPT2026.05 | 49.2 | 36.87 | |
| LLaMA-2-7B2026.05 | 22.22 | 21.46 | |
| LLaGAType=GFM, Zero-shot=true2026.04 | 8.2 | 8.29 |