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ResearchFormerly WizWand

Text Classification on Medical Corpus

57.28Micro F1Zero-shot Entailment
9.065621.582834.146.6172Nov 29, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DeBERTa2022.1157.28
Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=BART-large2022.1156.86
Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-mpnet-base-v22022.1156.46
Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=all-MiniLM-L6-v22022.1154.57
SBERTApproach Category=Baselines, Backbone=all-MiniLM-L6-v22022.1146.53
SBERTApproach Category=Baselines, Backbone=all-mpnet-base-v22022.1146.34
Lbl2VecApproach Category=Similarity-based TC2022.1143.03
Lbl2TransformerVecApproach Category=Similarity-based TC, Backbone=SimCSE2022.1139.6
SimCSEApproach Category=Baselines2022.1134.94
LSAApproach Category=Baselines2022.1131.61
Zero-shot EntailmentApproach Category=0SHOT-TC, Backbone=DistilBERT2022.1125.74
Word2VecApproach Category=Baselines2022.1125
TARSApproach Category=0SHOT-TC2022.1110.92