Graph Clustering on EC-30K
99.4NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 99.4 | 91.7 | |
| DyG-MFMethod Category=MF-based2026.03 | 99.2 | 90.9 | |
| DYNMOGAMethod Category=MF-based2026.03 | 98.2 | 65.3 | |
| NE2NMFMethod Category=MF-based2026.03 | 97.5 | 63.1 | |
| RNNGCNMethod Category=NN-based2026.03 | 95.9 | 85.1 | |
| RDMAMethod Category=MF-based2026.03 | 94.8 | 85.5 | |
| ROLANDMethod Category=NN-based2026.03 | 94.1 | 83.8 | |
| TGCMethod Category=NN-based2026.03 | 93.8 | 83.6 | |
| node2vecMethod Category=NN-based2026.03 | 93.2 | 83.6 | |
| PisCESMethod Category=MF-based2026.03 | 92.6 | 49 | |
| SepNEMethod Category=NN-based2026.03 | 92.1 | 81.8 | |
| RTSCMethod Category=MF-based2026.03 | 92.1 | 53.2 | |
| ComGPTMethod Category=LLMs2026.03 | 90.2 | 71.3 | |
| DSCPCDMethod Category=NN-based2026.03 | 88.9 | 70.3 | |
| CommLLMMethod Category=LLMs2026.03 | 86.2 | 69.1 |