Graph Clustering on Wikipedia
0.516NMIDyG-RoLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DyG-RoLLMMethod Category=LLMs2026.03 | 0.516 | 0.267 | |
| DyG-MFMethod Category=MF-based2026.03 | 0.504 | 0.258 | |
| ROLANDMethod Category=NN-based2026.03 | 0.422 | 0.223 | |
| TGCMethod Category=NN-based2026.03 | 0.413 | 0.223 | |
| RNNGCNMethod Category=NN-based2026.03 | 0.403 | 0.225 | |
| DYNMOGAMethod Category=MF-based2026.03 | 0.362 | 0.099 | |
| NE2NMFMethod Category=MF-based2026.03 | 0.341 | 0.082 | |
| RDMAMethod Category=MF-based2026.03 | 0.338 | 0.102 | |
| node2vecMethod Category=NN-based2026.03 | 0.335 | 0.102 | |
| PisCESMethod Category=MF-based2026.03 | 0.321 | 0.099 | |
| SepNEMethod Category=NN-based2026.03 | 0.314 | 0.098 | |
| RTSCMethod Category=MF-based2026.03 | 0.306 | 0.113 | |
| ComGPTMethod Category=LLMs2026.03 | 0.305 | 0.089 | |
| DSCPCDMethod Category=NN-based2026.03 | 0.282 | 0.073 | |
| CommLLMMethod Category=LLMs2026.03 | 0.264 | 0.072 |