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ResearchFormerly WizWand

Open-set selective classification on Emotion (test)

95.2AUACOE + Gold Data
90.10491.42792.7594.073Nov 28, 2022
Updated 8mo ago

Evaluation results

MethodLinks
OE + Gold DataLoss=OE, Outlier Set=Gold Data, Is Oracle=true2022.1195.2
CCL + Gold DataLoss=CCL, Outlier Set=Gold Data, Is Oracle=true2022.1194.8
CCL + Gold LabelLoss=CCL, Outlier Set=Gold Label, Is Oracle=true2022.1193.7
CoNALLoss=CCL, Outlier Set=Novelty Prompting2022.1193.4
CCL + Few-ShotLoss=CCL, Outlier Set=Few-Shot2022.1193.3
CCL + Zero-ShotLoss=CCL, Outlier Set=Zero-Shot2022.1192.6
OE + Novelty PromptingLoss=OE, Outlier Set=Novelty Prompting2022.1192.4
ContrastiveLoss=Contrastive2022.1192.2
CCL + WikitextLoss=CCL, Outlier Set=Wikitext2022.1192
OE + WikitextLoss=OE, Outlier Set=Wikitext2022.1191.6
kFolden2022.1190.6
VanillaLoss=Vanilla cross-entropy2022.1190.3