Topic Modeling Model Stability on 20NG, Bills, Wiki, Yelp, and AGN
0.76Feature RBO (top 500)D-VAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D-VAE2025.07 | 0.76 | 0.85 | |
| FASTopic2025.07 | 0.7 | 0.79 | |
| ETM2025.07 | 0.53 | 0.73 | |
| LDA2025.07 | 0.45 | 0.74 | |
| MTM (w/ ETM)word-based counterpart=ETM2025.07 | 0.35 | 0.55 | |
| BERTopic2025.07 | 0.33 | 0.72 | |
| MTM (w/ BERTopic)word-based counterpart=BERTopic2025.07 | 0.3 | 0.74 | |
| MTM (w/ LDA)word-based counterpart=LDA2025.07 | 0.29 | 0.48 |