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Equation 3 · Part 2 · The Benchmarks That Don't Need the Image

subscript

StS_t
subscript

What this part means

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

Its job in the formula

A subscript distinguishes a version, component, step, or member of a quantity. It does not automatically mean multiplication.

The passage around this formula

The first is measurement-time ablation : take an already-trained system, rerun the exact same benchmark items with one channel removed at inference, and compare. This is what the original VQA paper did with its question-only baseline [ 1 ] , and it is what a 2024 audit of vision-language benchmarks did formally, by defining two paired metrics from three separately measured accuracies. Let SvS_v be a model’s accuracy on a benchmark with the image present, SwvS_{wv} its accuracy on the same items with the image withheld, and StS_t the accuracy of that same model’s underlying text-only language backbone, evaluated on its own before any multimodal training touched it. The audit’s two metrics are then

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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

These citations provide research context; check each source for the exact claim it supports.