Topic Modeling on DBLP (IRBO, wI-C)
100IRBOProdLDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ProdLDATopic count (K)=42025.07 | 100 | 84.5 | |
| ZeroshotTMTopic count (K)=42025.07 | 100 | 84.5 | |
| CombinedTMTopic count (K)=42025.07 | 100 | 84.5 | |
| ECRTMTopic count (K)=42025.07 | 100 | 84.5 | |
| S2WTMTopic count (K)=42025.07 | 100 | 84.7 | |
| NMFTopic count (K)=42025.07 | 89.2 | 83.1 | |
| WTMTopic count (K)=42025.07 | 89.1 | 84.2 | |
| LDATopic count (K)=42025.07 | 85.6 | 83.3 | |
| DVAE-TMTopic count (K)=42025.07 | 66.9 | 81.3 | |
| DVAE-RSVI-TMTopic count (K)=42025.07 | 54.6 | 82.7 | |
| LSITopic count (K)=42025.07 | 51 | 80.4 | |
| vONTTopic count (K)=42025.07 | 31.3 | 77.9 | |
| ETMTopic count (K)=42025.07 | 2.1 | 73.4 |