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Equation 4 · Part 1 · What Open Weights Actually Let You Verify

Symbol s

ss
ss

What this part means

the vendor publishes one value of.

Its job in the formula

s 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

A vendor publishes one value of s .

The passage around this formula

Here θ\theta denotes the model’s parameters and H denotes everything about the evaluation procedure that is not the model itself — the exact prompt template, the number of few-shot examples, whether a chat template is applied, how the model’s free-text output is parsed into a scored answer, and the decoding configuration. A vendor publishes one value of s . An independent lab computing its own s' is implicitly testing whether f(θ\theta, H) = f(θ\theta', H') , and a mismatch could in principle come from either argument.

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Learn the underlying idea

A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.

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See this notation across published equations →

The article lists its research sources here.