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Equation 5 · Part 1 · How Benchmark Contamination Actually Works in Agentic Evaluation

Symbol Delta_fingerprint

Δfingerprint\Delta_{\text{fingerprint}}
Δfingerprint\Delta_{\text{fingerprint}}

What this part means

a shift, in either direction, from the policy detecting that it is inside an evaluation and adjusting its behavior because of that detection alone, independent of the task.

Its job in the formula

Deltafa_fingerprint is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Where the article explains it

Δfingerprint\Delta_{\text{fingerprint}} is a shift, in either direction, from the policy detecting that it is inside an evaluation and adjusting its behavior because of that detection alone, independent of the task.

The passage around this formula

…Δchecker\Delta_{\text{checker}} is inflation from a verifier that can be satisfied by something other than a correct solution — a weak test suite, a policy that exploits how success is graded rather than what it is graded on. Δfingerprint\Delta_{\text{fingerprint}} is a shift, in either direction, from the policy detecting that it is inside an evaluation and adjusting its behavior because of that detection alone, independent of the task. A single-turn benchmark has to worry about something close to Δleak\Delta_{\text{leak}} alone. An…

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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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