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Intent Classification on MCID 5-shot

80.78AccuracySE-Paraphrase
63.058467.659272.2676.8608Jun 8, 2023

Evaluation results

MethodLinks
SE-ParaphraseBackbone=RoBERTa2023.0680.78
DFT++ (w/ CA, SSD)Backbone=RoBERTa, Context Augmentation=true, Sequential Self-Distillation=true2023.0680.16
SE-NLIBackbone=RoBERTa2023.0679.43
DFT++ (w/ SSD)Backbone=RoBERTa, Sequential Self-Distillation=true2023.0678.73
IsoIntentRoBERTaBackbone=RoBERTa2023.0678.4
CPFTBackbone=RoBERTa2023.0678.2
IntentRoBERTaBackbone=RoBERTa2023.0677.25
DFT++ (w/ CA)Backbone=RoBERTa, Context Augmentation=true2023.0676.51
DFTBackbone=RoBERTa2023.0676.39
DNNC-IntentBackbone=RoBERTa2023.0672.44
DNNC-NLIBackbone=RoBERTa2023.0663.74