Equation 7 · Part 2 · Measuring AI Agent Reliability: What the Evidence Actually Supports
Symbol E_tasks
What this part means
asks appears inside an expected value, so its contribution is averaged under the distribution or condition shown by that operator.
Its job in the formula
asks appears inside an expected value, so its contribution is averaged under the distribution or condition shown by that operator.
Full expression→Symbol E_tasks→Article meaning
The passage around this formula
Start with the metric that made repeated sampling a standard practice. When OpenAI’s Codex team evaluated a code-generating model against the HumanEval benchmark, they needed a way to score the strategy of drawing several candidate solutions from the model and keeping the best one. The obvious approach — generate exactly k samples per problem and check whether any of them pass — has an undesirable property: it is a valid estimate but a high-variance one, since it throws away information every time you happen to generate more or fewer than k samples. Their fix was to over-sample: draw n total samples per task, observe how many of them, c , actually pass, and then compute the exact probability…
Learn the underlying idea
A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
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Sources cited in the surrounding passage
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