Multi-class Text Classification on AG News
0.917Micro-F1S2TC-BDD-F
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| S2TC-BDD-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.917 | 0.917 | |
| FreeMatchNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.915 | 0.915 | |
| MetaExpertNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.914 | 0.914 | |
| S2TC-BDD-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.907 | 0.907 | |
| UDANl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.906 | 0.906 | |
| BERT+CENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.905 | 0.905 | |
| BERT+AM-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.903 | 0.903 | |
| BERT+AM-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.901 | 0.9 | |
| VATNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.898 | 0.897 | |
| S2TC-BDD-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.889 | 0.889 | |
| S2TC-BDD-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.889 | 0.889 | |
| BERT+AM-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.886 | 0.886 | |
| VATNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.886 | 0.886 | |
| MetaExpertNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.884 | 0.883 | |
| UDANl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.883 | 0.883 | |
| FreeMatchNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.882 | 0.882 | |
| BERT+AM-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.879 | 0.879 | |
| BERT+CENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.878 | 0.878 | |
| S2TC-BDD-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.876 | 0.876 | |
| VAMPIRENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.876 | 0.876 | |
| NB+EMNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.874 | 0.873 | |
| S2TC-BDD-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.872 | 0.872 | |
| BERT+AM-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.87 | 0.87 | |
| VATNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.868 | 0.867 | |
| MetaExpertNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.867 | 0.867 | |
| FreeMatchNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.862 | 0.862 | |
| BERT+AM-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.856 | 0.856 | |
| UDANl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.855 | 0.855 | |
| NB+EMNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.855 | 0.855 | |
| BERT+CENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.839 | 0.84 | |
| NB+EMNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.834 | 0.833 | |
| VAMPIRENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.833 | 0.833 | |
| VAMPIRENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 0.705 | 0.698 |