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ResearchFormerly WizWand

News topic classification on 20 Newsgroups 40% Symmetric Noise

85.02AccuracySupervised GT
65.811270.798175.78580.7719Aug 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
NoiseAL2025.0483.32
Ours - p(X,Y)Post-processing=NPC2023.0881.07
DyGENPost-processing=NPC2023.0879.56
DyGen2025.0479.56
Ours - p(Y|X)Post-processing=NPC2023.0879.24
Ours - p(X,Y)2023.0878.91
CRPost-processing=NPC2023.0877.96
CL2025.0477.04
LAFT2025.0476.93
Ours - p(Y|X)2023.0876.47
ELR2025.0476.11
CausalNL2023.0874.43
CR2023.0874.33
DualT2023.0873.39
JoCoR2023.0873.27
NPC2023.0872.96
SelfMix2025.0472.5
Base2023.0870.81
ChatGPTmode=Zero-shot2025.0469.33
Co-Teaching2023.0869.25
SCE2025.0468.64
Co-Teaching2025.0468.42
BERT2025.0466.55