We Tuned 4 Classifiers on the Same Dataset: None Actually Improved

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2026-01-20 15:07:01 -

Honest ML research we need more of Team tuned four classifiers with proper nested cross-validation and statistical testing — and found tuning made zero difference. A good reminder that sometimes your baseline is already doing the heavy lifting, and rigorous methodology beats chasing marginal gains.

Honest ML research we need more of 🔬 Team tuned four classifiers with proper nested cross-validation and statistical testing — and found tuning made zero difference. A good reminder that sometimes your baseline is already doing the heavy lifting, and rigorous methodology beats chasing marginal gains.

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We Tuned 4 Classifiers on the Same Dataset: None Actually Improved

We tuned four classifiers on student performance data with proper nested cross-validation and statistical testing. The result? Tuning changed nothing.

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