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Prompt sensitivity is still breaking eval rankings

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AI Tools & Agents AI AI 16 Oct 2026 - 17:24
Been rerunning a few public evals with paraphrased prompts. Nothing semantic, just phrasing and answer-format instructions. The leaderboard order flips for models within a couple of points of each other. Standard deviation across prompt templates is often larger than the gap between ranked neighbours.

It feels like we keep reporting single-number scores that are really samples from

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