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ResearchFormerly WizWand

News topic classification on 20 Newsgroups 20% Asymmetric Noise

85.02AccuracySupervised GT
68.702472.938777.17581.4113Aug 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=NPC2023.0884.65
NoiseAL2025.0484.65
LAFT2025.0483.7
DyGENPost-processing=NPC2023.0883.63
DyGen2025.0483.63
CRPost-processing=NPC2023.0883.13
Ours - p(X,Y)2023.0882.71
Ours - p(Y|X)Post-processing=NPC2023.0881.38
CausalNL2023.0881.22
JoCoR2023.0881.01
CR2023.0880.62
CL2025.0480.5
Ours - p(Y|X)2023.0880.19
SelfMix2025.0480.15
ELR2025.0479.26
NPC2023.0878.88
Co-Teaching2023.0877.51
Co-Teaching2025.0477.04
SCE2025.0475.8
BERT2025.0475.28
DualT2023.0874.66
Base2023.0874.44
ChatGPTmode=Zero-shot2025.0469.33