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Binary Classification on 11 binary datasets OpenML (test)

60.5MacroF1 (Min)CC-SSL
-2.0996814.1521630.40446.65584Apr 1, 2026

Evaluation results

MethodLinks
CC-SSLlabeled fraction (lf)=0.102026.0460.568.80.23594.26
Best Class.labeled fraction (lf)=0.102026.0459.779.90.2295.3—
CC-SSLlabeled fraction (lf)=0.052026.0459.369.60.23694.38
Best Class.labeled fraction (lf)=0.052026.0458.569.20.25395.7—
EA-SSLlabeled fraction (lf)=0.012026.0457.969.40.23595.37
EA-SSLlabeled fraction (lf)=0.102026.0457.769.70.23694.84
EA-SSLlabeled fraction (lf)=0.052026.0457.171.10.25695.38
Global Class.labeled fraction (lf)=0.102026.0455.367.60.21593.8—
Global Class.labeled fraction (lf)=0.052026.0454.866.50.23894.5—
CC-SSLlabeled fraction (lf)=0.012026.045467.50.21494.87
Best Class.labeled fraction (lf)=0.012026.0452.263.20.14694.8—
Global Class.labeled fraction (lf)=0.012026.0449.757.80.13591.6—
STlabeled fraction (lf)=0.102026.0449.563.70.26393.5—
HColabeled fraction (lf)=0.052026.0445.354.30.19495.3—
STlabeled fraction (lf)=0.052026.0443.7600.22193.6—
HColabeled fraction (lf)=0.102026.0442.256.50.31294.2—
STlabeled fraction (lf)=0.012026.0435.748.40.16793.6—
LSlabeled fraction (lf)=0.012026.0434.342.10.0976—
HColabeled fraction (lf)=0.012026.0434.349.60.18591.2—
LSlabeled fraction (lf)=0.102026.0434.340.30.07260.8—
LSlabeled fraction (lf)=0.052026.0430.841.20.0969.4—
CC-SSLlf (labeled fraction)=0.102026.040.6050.6880.2350.9426
Best Class.lf (labeled fraction)=0.102026.040.5970.7990.220.953—
CC-SSLlf (labeled fraction)=0.052026.040.5930.6960.2360.9438
Best Class.lf (labeled fraction)=0.052026.040.5850.6920.2530.957—
EA-SSLlf (labeled fraction)=0.012026.040.5790.6940.2350.9537
EA-SSLlf (labeled fraction)=0.102026.040.5770.6970.2360.9484
EA-SSLlf (labeled fraction)=0.052026.040.5710.7110.2560.9538
Global Class.lf (labeled fraction)=0.102026.040.5530.6760.2150.938—
Global Class.lf (labeled fraction)=0.052026.040.5480.6650.2380.945—
CC-SSLlf (labeled fraction)=0.012026.040.540.6750.2140.9487
Best Class.lf (labeled fraction)=0.012026.040.5220.6320.1460.948—
Global Class.lf (labeled fraction)=0.012026.040.4970.5780.1350.916—
STlf (labeled fraction)=0.102026.040.4950.6370.2630.935—
HColf (labeled fraction)=0.052026.040.4530.5430.1940.953—
STlf (labeled fraction)=0.052026.040.4370.60.2210.936—
HColf (labeled fraction)=0.102026.040.4220.5650.3120.942—
STlf (labeled fraction)=0.012026.040.3570.4840.1670.936—
LSlf (labeled fraction)=0.012026.040.3430.4210.090.76—
HColf (labeled fraction)=0.012026.040.3430.4960.1850.912—
LSlf (labeled fraction)=0.102026.040.3430.4030.0720.608—
LSlf (labeled fraction)=0.052026.040.3080.4120.090.694—