Multi-class text classification on Yelp
61.9Micro-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 | 61.9 | 61.8 | |
| FreeMatchNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 61.8 | 61.7 | |
| MetaExpertNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 61.6 | 61.6 | |
| BERT+AM-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 59.6 | 59.7 | |
| S2TC-BDD-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 58.9 | 59.1 | |
| MetaExpertNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 58.5 | 58.1 | |
| BERT+CENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 58.3 | 58.6 | |
| S2TC-BDD-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 58.3 | 58.6 | |
| UDANl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 58 | 57.6 | |
| BERT+AM-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 57.4 | 56.2 | |
| BERT+AM-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 56.7 | 55.8 | |
| VATNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 56.6 | 56.9 | |
| FreeMatchNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 56.5 | 55.4 | |
| UDANl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 55.4 | 55 | |
| S2TC-BDD-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 55.2 | 55 | |
| VATNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 55.1 | 54.8 | |
| VAMPIRENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 55.1 | 55.3 | |
| BERT+AM-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 54.4 | 53.5 | |
| BERT+CENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 53.8 | 53.2 | |
| S2TC-BDD-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 49.6 | 49.2 | |
| FreeMatchNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 49.1 | 49 | |
| BERT+AM-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 48.5 | 46.8 | |
| VAMPIRENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 47.6 | 47.6 | |
| MetaExpertNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 45.4 | 45.7 | |
| S2TC-BDD-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 41.7 | 40.3 | |
| NB+EMNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 40.4 | 39.7 | |
| BERT+AM-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 39.9 | 37.1 | |
| UDANl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 38.7 | 35.7 | |
| NB+EMNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 35.5 | 32.9 | |
| BERT+CENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 34.4 | 32.4 | |
| NB+EMNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 30 | 25 | |
| VATNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 24.4 | 19.7 | |
| VAMPIRENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.03 | 22.7 | 14.4 |