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Your Agent Aced the Task. Will It Do It Again?

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huggingface | Sep 15, 2026 | Evelyn Duesterwald, Lilian Ngweta, Vatche Isahagian, Jayaram Radhakrishnan, Vinod Muthusamy, Gaodan Fang, Ashwath Vaithinathan Aravindan, Punleuk Oum, G Thomas, Merve Unuvar, Ayhan Sebin, Michał Ulewicz

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Standard agent evaluation reports Mean@k: run a benchmark k times, average the pass rate. We call this gap — Mean@k minus Pass^k — the consistency gap. Run a task k times, report the average pass rate — what most benchmarks call "accuracy. " Pass^k.

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