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ResearchFormerly WizWand

Multi-class Text Classification on AG News

0.917Micro-F1S2TC-BDD-F
0.696520.753760.8110.86824Mar 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
S2TC-BDD-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9170.917
FreeMatchNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9150.915
MetaExpertNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9140.914
S2TC-BDD-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9070.907
UDANl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9060.906
BERT+CENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9050.905
BERT+AM-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9030.903
BERT+AM-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.9010.9
VATNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8980.897
S2TC-BDD-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8890.889
S2TC-BDD-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8890.889
BERT+AM-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8860.886
VATNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8860.886
MetaExpertNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8840.883
UDANl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8830.883
FreeMatchNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8820.882
BERT+AM-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8790.879
BERT+CENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8780.878
S2TC-BDD-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8760.876
VAMPIRENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8760.876
NB+EMNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8740.873
S2TC-BDD-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8720.872
BERT+AM-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.870.87
VATNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8680.867
MetaExpertNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8670.867
FreeMatchNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8620.862
BERT+AM-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8560.856
UDANl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8550.855
NB+EMNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8550.855
BERT+CENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8390.84
NB+EMNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8340.833
VAMPIRENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.030.8330.833
VAMPIRENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.030.7050.698