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Google launches a pilot of double-blind AI evaluations, keeping external evaluations in a cryptographic "box" to stop benchmark contamination and protect IP (Google DeepMind)

Techmeme ·
The pilot lets outside evaluators test Gemini without seeing Google’s model weights or exposing their private prompts.

Google says the setup runs evaluations inside a cryptographically secure environment, aiming to reduce benchmark contamination while protecting proprietary IP. The first test involved Gemini 2.5 Flash-Lite and a non-public evaluation set, with AVERI, OpenMined, Singapore AISI, and MLCommons named around the work. The pitch is that closed-weight models can face external safety and performance checks without either side handing over its sensitive material. Techmeme's note

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Categories: Research