Topic Modeling on Bills
0.52P1 ScoreMTM (w/ LDA)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MTM (w/ LDA)2025.07 | 0.52 | — | 0.53 | — | |
| MTM (w/ ETM)2025.07 | 0.51 | — | 0.53 | — | |
| LDA2025.07 | 0.5 | — | 0.51 | — | |
| BERTopic2025.07 | 0.49 | — | 0.56 | — | |
| MTM (w/ BERTopic)2025.07 | 0.47 | — | 0.53 | — | |
| ETM2025.07 | 0.46 | — | 0.5 | — | |
| TIDEsummarization=false2026.01 | 0.44 | 0.285 | 0.711 | 292 | |
| FASTopic2025.07 | 0.44 | — | 0.48 | — | |
| TIDEsummarization=true2026.01 | 0.432 | 0.278 | 0.719 | 336 | |
| C-Top2vec2026.01 | 0.424 | 0.23 | 0.767 | 279 | |
| C-Top2vecLLM Labeler=true2026.01 | 0.419 | 0.228 | 0.762 | 267 | |
| TopicGPT2026.01 | 0.399 | 0.244 | 0.646 | 148 | |
| BERTopic2026.01 | 0.359 | 0.23 | 0.558 | 17 | |
| BERTopicLLM Labeler=true2026.01 | 0.343 | 0.195 | 0.537 | 16 | |
| D-VAE2025.07 | 0.33 | — | 0.38 | — | |
| LLooM2026.01 | 0.159 | 0.048 | 0.295 | 6 |