Graph Clustering on BD-100K
94.3NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 94.3 | 90.9 | |
| ROLANDMethod Category=NN-based2026.03 | 92.8 | 85.1 | |
| DyG-MFMethod Category=MF-based2026.03 | 92.3 | 86.8 | |
| TGCMethod Category=NN-based2026.03 | 92 | 84.5 | |
| RNNGCNMethod Category=NN-based2026.03 | 90.8 | 84.9 | |
| node2vecMethod Category=NN-based2026.03 | 90.3 | 84.2 | |
| SepNEMethod Category=NN-based2026.03 | 89.1 | 82.2 | |
| ComGPTMethod Category=LLMs2026.03 | 82.5 | 65.9 | |
| DSCPCDMethod Category=NN-based2026.03 | 81.2 | 65.8 | |
| CommLLMMethod Category=LLMs2026.03 | 79.3 | 63.2 |