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ResearchFormerly WizWand

News topic classification on 20 Newsgroups 40% Instance-Dependent Noise

85.02AccuracySupervised GT
65.57270.62175.6780.719Aug 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
NoiseAL2025.0482.9
Ours - p(X,Y)Post-processing=NPC2023.0882.34
DyGENPost-processing=NPC2023.0881.54
DyGen2025.0481.54
Ours - p(Y|X)Post-processing=NPC2023.0881.47
Ours - p(X,Y)2023.0881.04
Ours - p(Y|X)2023.0880.74
LAFT2025.0480.49
CRPost-processing=NPC2023.0880.47
CausalNL2023.0878.91
CR2023.0876.33
NPC2023.0875.19
SelfMix2025.0474.4
JoCoR2023.0874.19
Co-Teaching2023.0873.76
CL2025.0472.41
DualT2023.0870.61
SCE2025.0469.89
Base2023.0869.81
ELR2025.0469.39
ChatGPTmode=Zero-shot2025.0469.33
Co-Teaching2025.0466.43
BERT2025.0466.32