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ResearchFormerly WizWand

Topic Classification on AG News original (test)

95.5AccuracyFine-tuning*
52.96464.00775.0586.093May 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Fine-tuning*Backbone=RoBERTa-large, Setting=Supervised2023.0595.5
SSTuning-ALBERTBackbone=ALBERT-xxlarge, Labeled=false, Setting=Zero-shot2023.0585.5
UniMC (Rerun)Backbone=ALBERT-xxlarge, Labeled=true, Setting=Zero-shot2023.0584.3
SSTuning-largeBackbone=RoBERTa-large, Labeled=false, Setting=Zero-shot2023.0583.7
UniMC*Backbone=ALBERT-xxlarge, Labeled=true, Setting=Zero-shot2023.0581.3
SSTuning-baseBackbone=RoBERTa-base, Labeled=false, Setting=Zero-shot2023.0579.9
TE-WikiBackbone=BERT-base, Setting=Zero-shot2023.0579.4
Mining-based*Backbone=RoBERTa-large, Labeled=false, Setting=Zero-shot2023.0579.2
TE-MNLIBackbone=RoBERTa-large, Labeled=true, Setting=Zero-shot2023.0577.6
TE-MNLIBackbone=BART-large, Labeled=true, Setting=Zero-shot2023.0574.8
Prompting*Backbone=RoBERTa-large, Setting=Zero-shot2023.0554.6