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well it's used in search/eval interaction, so not really nn-related stuff. https://github.com/official-stockfish/Stockfish/commit/154e7afed0fe9c6f45a2aee8ef6f38d44076cb19 - actually was just simplified away, my bad.
I initially thought this was being presented as a plot of the real data, and wondered why it was so suspiciously smooth. But of course the Lichess post explains that it's an equation they found by fitting a curve to the data -- specifically 2300+ Elo rapid games, filtering out abandoned games, time forfeits, and very short games.
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