Graph Clustering on DR 100K
96.2NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 96.2 | 88.6 | |
| DyG-MFMethod Category=MF-based2026.03 | 94.3 | 86.5 | |
| ROLANDMethod Category=NN-based2026.03 | 93.3 | 85.8 | |
| TGCMethod Category=NN-based2026.03 | 92.8 | 85.4 | |
| RNNGCNMethod Category=NN-based2026.03 | 92.1 | 84.3 | |
| node2vecMethod Category=NN-based2026.03 | 91.2 | 85.6 | |
| SepNEMethod Category=NN-based2026.03 | 89 | 81.1 | |
| ComGPTMethod Category=LLMs2026.03 | 81.2 | 65.4 | |
| DSCPCDMethod Category=NN-based2026.03 | 79.6 | 63.5 | |
| CommLLMMethod Category=LLMs2026.03 | 75.8 | 60.1 |