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What you did with pripple has a name.
Linguists call it the
A linguist named John Firth put that same idea in one line back in 1957, decades before neural networks existed:
"You shall know a word by the company it keeps."
This does not claim that context is the whole of human meaning. It gives a machine something measurable: words used in similar surroundings can receive similar representations.
That is enough to build the map the chapter has been looking for.