Metric: NPMI (higher is better)
| # | Model↕ | NPMI▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | vONTSS | 0.054 | No | vONTSS: vMF based semi-supervised neural topic m... | 2023-07-03 | - |
| 2 | GSM | 0.03 | No | Discovering Discrete Latent Topics with Neural V... | 2017-06-01 | Code |
| 3 | vNVDM | 0.028 | No | Spherical Latent Spaces for Stable Variational A... | 2018-08-31 | Code |
| 4 | ETM | 0.02 | No | Topic Modeling in Embedding Spaces | 2019-07-08 | Code |
| 5 | NSTM | -0.04 | No | Neural Topic Model via Optimal Transport | 2020-08-12 | Code |
| 6 | ProdLDA | -0.22 | No | Autoencoding Variational Inference For Topic Mod... | 2017-03-04 | Code |