Community Detection on Cora (DBI, Q, NMI, ACC, F1, ARI)
0.1623DBIDRCL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DRCLSemantic Feedback=With2025.12 | 0.1623 | 0.7256 | 60.3979 | 76.8095 | 78.2111 | 58.4886 | |
| DRCLSemantic Feedback=Without2025.12 | 0.2027 | 0.7234 | 59.716 | 76.0709 | 77.263 | 58.5694 | |
| MGCNMethod Category=Deep Learning-based2025.12 | 0.4836 | 0.1859 | 21.1655 | 37.4446 | 34.0185 | 7.7713 | |
| DGClusterMethod Category=Deep Learning-based2025.12 | 0.9478 | 0.7515 | 46.2999 | 28.2127 | 23.53 | 15.4965 | |
| CommDGIMethod Category=Deep Learning-based2025.12 | 1.5647 | 0.6956 | 51.253 | 65.3988 | 64.28 | 42.6486 | |
| Mamba2Method Category=Language Model-based2025.12 | 1.6178 | 0.1373 | 8.3274 | 28.9882 | 28.7935 | 4.6961 | |
| DCGLMethod Category=Deep Learning-based2025.12 | 1.7257 | 0.1775 | 15.7732 | 37.6292 | 33.74 | 6.2756 | |
| MAGIMethod Category=Deep Learning-based2025.12 | 1.7301 | 0.7174 | 59.0037 | 75.0369 | 77.15 | 53.2026 | |
| CPGCLMethod Category=Deep Learning-based2025.12 | 2.7003 | 0.5064 | 25.0061 | 42.7253 | 43.5109 | 16.6023 | |
| SciBertMethod Category=Language Model-based2025.12 | 2.8045 | 0.098 | 4.7201 | 23.449 | 26.1928 | 1.8954 | |
| BertMethod Category=Language Model-based2025.12 | 3.1884 | 0.0643 | 2.5875 | 20.7533 | 22.6006 | 1.1548 | |
| Jina-embeddings-v2-base-codeMethod Category=Language Model-based2025.12 | 3.7387 | 0.3355 | 24.6019 | 43.3161 | 47.9717 | 18.07 | |
| Qwen3-embedding-0.6BMethod Category=Language Model-based2025.12 | 4.3807 | 0.4904 | 42.3962 | 56.2408 | 59.8936 | 33.1315 |