Topic Modeling on NBC News English
0.282NoiseMMTM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MMTMModalities=Text + Audio + Video, Fusion Strategy=Multimodal Topic Merging2026.05 | 0.282 | 0.186 | 0.719 | 0.167 | 2.96 | |
| T+VModalities=Text + Video, Fusion Strategy=bi-modal concatenation, Note=no gate, no interaction terms2026.05 | 0.3 | 0.169 | 0.696 | 0.167 | 2.87 | |
| T+AModalities=Text + Audio, Fusion Strategy=bi-modal concatenation, Note=no gate, no interaction terms2026.05 | 0.352 | 0.305 | 0.714 | 0.156 | 2.48 | |
| TextModalities=Text-Only2026.05 | 0.494 | 0.385 | 0.651 | 0.146 | 2.73 |