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Equation 3 · Part 1 · Running an Interpretability Investigation That Holds Up

Symbol P_k

Pk=1−(1−α)k,P_k = 1-(1-\alpha)^k,
PkP_k

What this part means

the probability that at least one clears by chance alone across k independently tested components.

Its job in the formula

PkP_k is part of the quantity the equation computes from the expression on the right.

Where the article explains it

Sweep enough components at a nominal per-test false-positive rate α\alpha and report only the one that clears threshold, and the probability that at least one clears by chance alone across k independently tested components is

The passage around this formula

The reason this ordering matters is not procedural fussiness. Zhang and Nanda’s systematic study of activation patching found that the choice of corruption distribution and evaluation metric — decisions usually made informally, late, and sometimes after a first look at the data — can by itself change which components a patching sweep identifies as important [ 3 ] . If the metric is chosen after the sweep, on the grounds that it produced the most legible result, the investigation has stopped testing a hypothesis and started constructing one to fit the data. The same failure has a clean statistical description. Sweep enough components at a nominal per-test false-positive rate α\alpha and report…

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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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Sources cited in the surrounding passage

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