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ResearchFormerly WizWand

Text Classification on AGNews 4 classes symmetric noise e=0.4 (test)

91.63AccuracyOurs - p(X,Y)
74.376478.855783.33587.8143Jun 8, 2021Oct 16, 2021Feb 24, 2022Jul 5, 2022Nov 13, 2022Mar 24, 2023Aug 2, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Ours - p(X,Y)Post-processing=NPC2023.0891.63
Ours - p(X,Y)2023.0890.35
Ours - p(Y|X)Post-processing=NPC2023.0890.27
DyGENPost-processing=NPC2023.0889.8
Ours - p(Y|X)2023.0889.6
Negative Label SmoothingSmooth Rate (r)=-1.142021.0686.43
r_opt (proposed)Smooth Rate (r)=r_opt2021.0686.43
Negative Label SmoothingSmooth Rate (r)=-0.672021.0684.58
Negative Label SmoothingSmooth Rate (r)=-0.62021.0684.37
Negative Label SmoothingSmooth Rate (r)=-0.42021.0683.96
Negative Label SmoothingSmooth Rate (r)=-0.362021.0683.62
Negative Label SmoothingSmooth Rate (r)=-0.22021.0683.34
CRPost-processing=NPC2023.0883.21
Negative Label SmoothingSmooth Rate (r)=-0.152021.0683.09
CausalNL2023.0882.74
Vanilla LossSmooth Rate (r)=0.02021.0682.39
JoCoR2023.0881.26
Label SmoothingSmooth Rate (r)=0.22021.0681.04
DualT2023.0880.84
Label SmoothingSmooth Rate (r)=0.42021.0679.8
Co-Teaching2023.0878.79
CR2023.0878.4
Base2023.0878.17
NPC2023.0875.04