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ResearchFormerly WizWand

News topic classification on 20 Newsgroups 40% Asymmetric Noise

85.02AccuracySupervised GT
55.026462.813270.678.3868Aug 2, 2023Nov 11, 2023Feb 21, 2024Jun 2, 2024Sep 11, 2024Dec 22, 2024Apr 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Supervised GTnoise_level=0%2025.0485.02
Ours - p(X,Y)Post-processing=NPC2023.0884.18
NoiseAL2025.0482.78
Ours - p(Y|X)Post-processing=NPC2023.0882.11
DyGENPost-processing=NPC2023.0881.98
DyGen2025.0481.98
LAFT2025.0481.97
Ours - p(X,Y)2023.0881.63
Ours - p(Y|X)2023.0875.02
ELR2025.0473.52
CRPost-processing=NPC2023.0873.5
SelfMix2025.0472.5
CausalNL2023.0871.25
JoCoR2023.0869.4
ChatGPTmode=Zero-shot2025.0469.33
DualT2023.0867.82
CR2023.0867.63
SCE2025.0467.56
Co-Teaching2023.0867.26
CL2025.0466.98
NPC2023.0861.69
BERT2025.0460.15
Co-Teaching2025.0458.95
Base2023.0856.18