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Equation 12 · Part 3 · How Benchmark Contamination Actually Works in Agentic Evaluation

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passdeterministick=pass1for every k.\text{pass}^k_{\text{deterministic}} = \text{pass}^1 \quad \text{for every } k .
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What this part means

The expressions on both sides represent the same quantity under the stated assumptions.

Its job in the formula

The equals sign connects the complete expression on the left with the complete expression on the right. Both sides must have compatible units.

The passage around this formula

averaged over tasks to produce the benchmark’s headline number. The metric is designed to punish an agent whose competence is real but inconsistent across resampled trials — a stochastic policy with true per-trial success probability p has passk\text{pass}^k ≈\approx pkp^k , which falls quickly as k grows. But a policy whose output on a given task is deterministic — an empty response, always, regardless of sampling — produces the identical transcript on every trial, so passdeterministick=pass1for every k\text{pass}^k_{\text{deterministic}} = \text{pass}^1 \quad \text{for every } k . A degenerate exploit is not merely invisible to pass@1; it is more invisible to passks^k, precisely because passks^k was built to reward consistency, and a fixed, checker-satisfying non-answer is the most consistent…

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Learn the underlying idea

An equals sign says that the expression on its left and the expression on its right have the same value under the stated definitions and assumptions.

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Sources cited in the article section

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