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Pairwise Comparison Accuracy Refinement on Coding

63.92Original AccuracyLogistic Regression
49.744853.424957.10560.7851Jun 18, 2026

Evaluation results

MethodLinks
Logistic RegressionModel=GPT-5.4, Data=29492026.0663.9257.23-6.6989
Multilayer PerceptronModel=GPT-5.4, Data=29492026.0663.9257.96-5.9689
Random ForestModel=GPT-5.4, Data=29492026.0663.9261.82-2.189
Label PropagationModel=GPT-5.4, Data=29492026.0663.9256.34-7.5889
nnPUModel=GPT-5.4, Data=29492026.0663.9262.45-1.4789
AURAModel=GPT-5.4, Data=29492026.0663.9267.23.28100.6
Logistic RegressionModel=Gemini, Data=28202026.0663.5556.37-7.1885
Multilayer PerceptronModel=Gemini, Data=28202026.0663.5559.33-4.2185
Random ForestModel=Gemini, Data=28202026.0663.5561.63-1.9285
Label PropagationModel=Gemini, Data=28202026.0663.5546.87-16.6885
nnPUModel=Gemini, Data=28202026.0663.5563.43-0.1285
AURAModel=Gemini, Data=28202026.0663.5567.173.6296.6
Logistic RegressionModel=GPT-5.4-mini, Data=29712026.0663.2456.34-6.9189
Multilayer PerceptronModel=GPT-5.4-mini, Data=29712026.0663.2459.22-4.0289
Random ForestModel=GPT-5.4-mini, Data=29712026.0663.2461.47-1.7789
Label PropagationModel=GPT-5.4-mini, Data=29712026.0663.2454.55-8.789
nnPUModel=GPT-5.4-mini, Data=29712026.0663.2463.03-0.2189
AURAModel=GPT-5.4-mini, Data=29712026.0663.2466.273.03102.2
Logistic RegressionModel=Qwen, Data=88842026.0653.7353.990.27266
Multilayer PerceptronModel=Qwen, Data=88842026.0653.7353.25-0.48266
Random ForestModel=Qwen, Data=88842026.0653.7356.72.98266
Label PropagationModel=Qwen, Data=88842026.0653.7350.87-2.86266
nnPUModel=Qwen, Data=88842026.0653.7355.742.01266
AURAModel=Qwen, Data=88842026.0653.7377.7424.02278.8
Logistic RegressionModel=Mistral, Data=82402026.0650.2953.242.95247
Multilayer PerceptronModel=Mistral, Data=82402026.0650.2954.123.83247
Random ForestModel=Mistral, Data=82402026.0650.2957.26.9247
Label PropagationModel=Mistral, Data=82402026.0650.2950.890.6247
nnPUModel=Mistral, Data=82402026.0650.2955.385.09247
AURAModel=Mistral, Data=82402026.0650.2972.9122.62261.8