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Equation 1 · The Language Instinct on Trial: Chomsky, Pinker, and the Pirahã

What does this equation mean?

TP(Y∣X)=frequency of X followed by Yfrequency of XTP(Y \mid X) = \frac{\text{frequency of } X \text{ followed by } Y}{\text{frequency of } X}

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Start withfrequency of X followed by Y
Divide byfrequency of X
This relates toTP(Y mid X)
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This equation states an equality: the expressions on both sides have the same value under the article’s assumptions. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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TT

Symbol T

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

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PP

Symbol P

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

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YY

Symbol Y

Y occurs above the fraction bar. The numerator is divided by the entire denominator below it.

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XX

Symbol X

X is an argument of the function-like quantity on the left; its role is set by that function’s stated inputs.

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=

=

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

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fraction

fraction

Divide the expression above the line by the one below it.

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frequency of X followed by Y\text{frequency of } X \text{ followed by } Y

Numerator: frequency of X followed by Y

The complete quantity above the fraction bar.

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frequency of X\text{frequency of } X

Denominator: frequency of X

The complete quantity below the fraction bar; it must be nonzero for this division.

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How to interpret it

With a fixed numerator, increasing a nonzero denominator reduces the fraction. Read it with the definitions, units, and assumptions supplied by the article.

What the article says around this equation

While the recursion debate ran on argument and reanalysis, a separate research program was accumulating experimental results that never claimed to resolve the poverty-of-the-stimulus question but did show that infants arrive with more general-purpose statistical machinery than a strict nativist account had reason to expect. Jenny Saffran, Richard Aslin and Elissa Newport’s 1996 Science paper remains the field’s most cited demonstration. Eight-month-old infants heard two minutes of a continuous, monotone synthetic speech stream built from four made-up three-syllable “words,” with no pauses, stress cues, or other surface markers at word boundaries; the only information available to distinguish…
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While the recursion debate ran on argument and reanalysis, a separate research program was accumulating experimental results that never claimed to resolve the poverty-of-the-stimulus question but did show that infants arrive with more general-purpose statistical machinery than a strict nativist account had reason to expect. Jenny Saffran, Richard Aslin and Elissa Newport’s 1996 Science paper remains the field’s most cited demonstration. Eight-month-old infants heard two minutes of a continuous, monotone synthetic speech stream built from four made-up three-syllable “words,” with no pauses, stress cues, or other surface markers at word boundaries; the only information available to distinguish a word from a non-word was that syllables inside one of the artificial words always followed each other with a transitional probability of 1.0, while syllables that happened to fall across a word boundary followed each other with a transitional probability closer to 0.33 [ 7 ] . After just this two-minute exposure, infants tested with the head-turn preference procedure listened differently to the high-probability “words” than to equally frequent three-syllable sequences that merely straddled two words, which showed they had extracted the statistical regularity itself rather than memorizing particular sound patterns by rote [ 7 ] . The transitional probability doing the work in a design like this can be written directly: TP(Y∣X)=frequency of X followed by Yfrequency of XTP(Y \mid X) = \frac{\text{frequency of } X \text{ followed by } Y}{\text{frequency of } X}. A syllable pair inside one of the artificial words has a transitional probability at or near one; a pair straddling two words has a transitional probability closer to a third. Nothing in the design requires a grammar module, a parameter to be set, or an innate syntactic category — only a mechanism sensitive to the conditional frequency of what follows what, operating over a stream the infant has never heard before in its life.

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