Topic Modeling on StackOverflow
0.397CvERNIE-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 | 0.397 | 2.92 | 98.6 | 73.7 | |
| Llama-3.2-1BMethod Identity=Ours, Soft Label Source SLM=Llama-3.2-1B2026.02 | 0.393 | 2.94 | 99.3 | 68.9 | |
| Llama-3.1-8BMethod Identity=Ours, Soft Label Source SLM=Llama-3.1-8B2026.02 | 0.386 | 2.96 | 99.1 | 70 | |
| BERTopicContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.374 | 2.63 | 99.6 | 20.2 | |
| ECRTM2026.02 | 0.373 | 1.95 | 100 | 6.2 | |
| CombinedTMContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.364 | 2.85 | 98.6 | 30.6 | |
| ZeroshotTMContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.363 | 2.84 | 99.3 | 30.7 | |
| FASTopicContextual Embedding Backbone=GTE-large-en-v1.52026.02 | 0.363 | 2.3 | 68.7 | 17.1 | |
| LDA2026.02 | 0.354 | 2 | 97.7 | 17.4 | |
| ProdLDA2026.02 | 0.352 | 2.62 | 99.1 | 26.5 | |
| ETM2026.02 | 0.348 | 2.29 | 93.4 | 15.1 |