Topic Modeling Model Stability on GoEmo, PoemSum, and WriPro
0.89RBO (Features, top 500)D-VAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D-VAE2025.07 | 0.89 | 0.93 | |
| FASTopic2025.07 | 0.83 | 0.86 | |
| ETM2025.07 | 0.64 | 0.79 | |
| LDA2025.07 | 0.51 | 0.77 | |
| BERTopic2025.07 | 0.43 | 0.68 | |
| MTM (w/ ETM)word-based counterpart=ETM2025.07 | 0.4 | 0.54 | |
| MTM (w/ BERTopic)word-based counterpart=BERTopic2025.07 | 0.35 | 0.69 | |
| MTM (w/ LDA)word-based counterpart=LDA2025.07 | 0.32 | 0.49 |