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Benchmarks
Label Correction on FashionMNIST
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10.6
Error Rate
CANOLA
9.82
15.085
20.35
25.615
Jun 10, 2026
Error Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Error Rate
CANOLA
Labeling technique=Sem...
2026.06
10.6
CANOLA
Labeling technique=Sup...
2026.06
10.7
Docta-V
Labeling technique=Sup...
2026.06
11.4
Docta-R
Labeling technique=Sup...
2026.06
11.4
SELC
Labeling technique=Sup...
2026.06
11.5
SELC
Labeling technique=Sem...
2026.06
11.8
Original
Labeling technique=Sup...
2026.06
12
Docta-V
Labeling technique=Sem...
2026.06
12.8
Docta-R
Labeling technique=Sem...
2026.06
12.8
SiDyP
Labeling technique=Sup...
2026.06
13.6
SiDyP
Labeling technique=Sem...
2026.06
14
Original
Labeling technique=Sem...
2026.06
14.6
SiDyP
Labeling technique=LLM
2026.06
20.8
CANOLA
Labeling technique=LLM
2026.06
21.8
Docta-R
Labeling technique=LLM
2026.06
26.2
Docta-V
Labeling technique=LLM
2026.06
26.4
SELC
Labeling technique=LLM
2026.06
26.5
Original
Labeling technique=LLM
2026.06
30.1
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