Why privacy can worsen some benchmarks: public and private versions reward different skills

sanmikoyejo · x · 2026-10-11

Why would privacy make things worse on some benchmarks? Public and private versions of a benchmark reward slightly different skills. If the private version happens to favor a model's existing strengths, its score goes up, users notice no difference, and the gap widens.

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