Community Detection on Pubmed (Topsis Score, Rank)
0.937Topsis ScoreDRCL (Semantic Feedback)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DRCL (Semantic Feedback)Semantic Feedback=true2025.12 | 0.937 | 1 | |
| DRCL (Without Semantic Feedback)Semantic Feedback=false2025.12 | 0.9354 | 2 | |
| CommDGI2025.12 | 0.8581 | 3 | |
| MAGI2025.12 | 0.6958 | 4 | |
| Qwen3-embedding-0.6BModel size=0.6B2025.12 | 0.6356 | 5 | |
| Mamba22025.12 | 0.517 | 6 | |
| DGCluster2025.12 | 0.4832 | 7 | |
| MGCN2025.12 | 0.3406 | 8 | |
| Bert2025.12 | 0.3277 | 9 | |
| SciBert2025.12 | 0.2729 | 10 | |
| Jina-embeddings-v2-base-code2025.12 | 0.2714 | 11 | |
| DCGL2025.12 | 0 | 12 | |
| CPGCL2025.12 | 0 | 12 |