Graph Clustering on MS 100K
95.4NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 95.4 | 84.8 | |
| DyG-MFMethod Category=MF-based2026.03 | 94.4 | 83.2 | |
| ROLANDMethod Category=NN-based2026.03 | 92.8 | 81.6 | |
| TGCMethod Category=NN-based2026.03 | 91.5 | 81.2 | |
| RNNGCNMethod Category=NN-based2026.03 | 91.2 | 80.9 | |
| SepNEMethod Category=NN-based2026.03 | 89.2 | 78.6 | |
| node2vecMethod Category=NN-based2026.03 | 89 | 78.2 | |
| ComGPTMethod Category=LLMs2026.03 | 83.4 | 65.5 | |
| DSCPCDMethod Category=NN-based2026.03 | 81 | 64.4 | |
| CommLLMMethod Category=LLMs2026.03 | 79.2 | 62.3 |