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DPrivBench Exposes a Blind Spot: LLMs Can't Reliably Verify Their Own Differential Privacy Guarantees

A new benchmark tests 11 LLMs on 720 DP verification tasks. Top models ace textbook questions — then fall apart on the algorithms that actually appear in production privacy code.

· 6 min read
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