Clustering on Telegram messages misinformation discourse
0.386Avg. CoherenceHierarchical clustering
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hierarchical clusteringembeddings=SiBeGNN2025.12 | 0.386 | -0.021 | 3.233 | 8.38 | |
| Bertopic clustersembeddings=vanilla Roberta-large2025.12 | 0.331 | -0.014 | 4.502 | 13.6 | |
| HBScan clustersembeddings=vanilla Roberta-large2025.12 | 0.235 | -0.018 | 13.36 | 56.85 | |
| Hierarchical clustersembeddings=vanilla Roberta-large2025.12 | 0.234 | -0.015 | 8.246 | 35.24 | |
| Spectral clusteringembeddings=vanilla Roberta-large2025.12 | 0.218 | -0.019 | 12.345 | 56.63 | |
| Gaussian mixture modelembeddings=SiBeGNN2025.12 | 0.207 | -0.015 | 13.924 | 67.27 | |
| Bertopic clusteringembeddings=SiBeGNN2025.12 | 0.196 | -0.042 | 6.494 | 33.13 | |
| KMeansembeddings=SiBeGNN2025.12 | 0.189 | -0.025 | 14.567 | 72.1 |