Topic Modeling on 20NewsGroup
0.381CvERNIE-4.5-0.3B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ERNIE-4.5-0.3BMethod Identity=Ours, Soft Label Source SLM=ERNIE-4.5-0.3B2026.02 | 0.381 | 2.86 | 0.991 | 0.52 | |
| Llama-3.2-1BMethod Identity=Ours, Soft Label Source SLM=Llama-3.2-1B2026.02 | 0.375 | 2.87 | 0.993 | 0.559 | |
| Llama-3.1-8BMethod Identity=Ours, Soft Label Source SLM=Llama-3.1-8B2026.02 | 0.364 | 2.87 | 0.993 | 0.559 | |
| BERTopicContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.36 | 2.48 | 0.992 | 0.352 | |
| ECRTM2026.02 | 0.36 | 2.28 | 0.999 | 0.364 | |
| FASTopicContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.358 | 2.59 | 0.999 | 0.416 | |
| ZeroshotTMContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.354 | 2.53 | 0.994 | 0.397 | |
| ProdLDA2026.02 | 0.351 | 2.49 | 0.992 | 0.356 | |
| CombinedTMContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.351 | 2.56 | 0.993 | 0.391 | |
| ETM2026.02 | 0.344 | 2.35 | 0.934 | 0.36 | |
| LDA2026.02 | 0.341 | 2.22 | 0.977 | 0.301 |