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Equation 42 · Part 2 · A Chatbot Confessed to Being Built by a Company That Never Trained It

=

N=30N=30
=

What this part means

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

Its job in the formula

The equals sign connects the complete expression on the left with the complete expression on the right. Both sides must have compatible units.

The passage around this formula

No sealed trial of the kind proposed later in this article has been run, and every number in this section is invented to show what the construction predicts, not what it has found. Suppose a population of N=30 models: ten fine-tuned directly on a seeded source’s outputs ( MV\mathcal{M}_V ), ten exposed only to a scaffold template and a handful of the source’s outputs recirculated through an unrelated synthetic-data pipeline ( MH\mathcal{M}_H ), and ten trained on the same task distribution with no contact with the source at all ( M∅\mathcal{M}_\varnothing ), each tested against a k=200 -probe battery for one seeded, low-prior trait. Suppose I0I_0=0.03 , a 3 percent spontaneous rate, and \bar…

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Learn the underlying idea

An equals sign says that the expression on its left and the expression on its right have the same value under the stated definitions and assumptions.

Open the illustrated equality: what the equals sign claims guide →

Sources cited in the article section

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