Author

Sašo Karakatič

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Open access Aug 2026

Fairness Evaluation Paradox: How Biased Test Data Masks True Group Fairness Assessment

It is found that a systematic evaluation bias is present across all metrics, so the same models on the same test data can support opposite fairness conclusions and mask the mistreatment of the most disadvantaged groups.

Sašo Karakatič, Ivona Colakovic, Tjaša Heričko · Mathematics · 0 citations