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ResearchFormerly WizWand

Multi-class text classification on Yelp

61.9Micro-F1S2TC-BDD-F
21.13231.71642.352.884Mar 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
S2TC-BDD-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0361.961.8
FreeMatchNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0361.861.7
MetaExpertNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0361.661.6
BERT+AM-FNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0359.659.7
S2TC-BDD-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0358.959.1
MetaExpertNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0358.558.1
BERT+CENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0358.358.6
S2TC-BDD-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0358.358.6
UDANl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.035857.6
BERT+AM-SNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0357.456.2
BERT+AM-FNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0356.755.8
VATNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0356.656.9
FreeMatchNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0356.555.4
UDANl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0355.455
S2TC-BDD-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0355.255
VATNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0355.154.8
VAMPIRENl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0355.155.3
BERT+AM-SNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0354.453.5
BERT+CENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0353.853.2
S2TC-BDD-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0349.649.2
FreeMatchNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0349.149
BERT+AM-FNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0348.546.8
VAMPIRENl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0347.647.6
MetaExpertNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0345.445.7
S2TC-BDD-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0341.740.3
NB+EMNl (Number of labeled texts)=10,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0340.439.7
BERT+AM-SNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0339.937.1
UDANl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0338.735.7
NB+EMNl (Number of labeled texts)=1,000, Max sentence length=256, Backbone=BERT-based-uncased2026.0335.532.9
BERT+CENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0334.432.4
NB+EMNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.033025
VATNl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0324.419.7
VAMPIRENl (Number of labeled texts)=100, Max sentence length=256, Backbone=BERT-based-uncased2026.0322.714.4