Topic Modeling on Bio
0.191NPMIS2WTM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| S2WTMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.191 | 0.663 | |
| ZeroshotTMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.133 | 0.604 | |
| CombinedTMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.133 | 0.608 | |
| DVAE-TMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.113 | 0.54 | |
| ProdLDATopic count (K)=20, Median over 5 runs=true2025.07 | 0.107 | 0.594 | |
| NMFTopic count (K)=20, Median over 5 runs=true2025.07 | 0.1 | 0.537 | |
| DVAE-RSVI-TMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.1 | 0.537 | |
| WTMTopic count (K)=20, Median over 5 runs=true2025.07 | 0.052 | 0.434 | |
| vONTTopic count (K)=20, Median over 5 runs=true2025.07 | 0.052 | 0.442 | |
| LDATopic count (K)=20, Median over 5 runs=true2025.07 | 0.019 | 0.444 | |
| LSITopic count (K)=20, Median over 5 runs=true2025.07 | -0.026 | 0.32 | |
| ETMTopic count (K)=20, Median over 5 runs=true2025.07 | -0.062 | 0.182 | |
| ECRTMTopic count (K)=20, Median over 5 runs=true2025.07 | -0.421 | 0.51 |