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News/The Ratchet Effect in Silico through Interaction-Driven Cumulative Intelligence in Large Language Models
arxiv
PublishedApril 24, 2026 at 4:00 AM
—neutral

The Ratchet Effect in Silico through Interaction-Driven Cumulative Intelligence in Large Language Models

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arXiv:2507.21166v2 Announce Type: replace Abstract: Human intelligence scales through cumulative cultural evolution (CCE), a ratchet process in which innovations are retained against entropic drift. Large language model training, by contrast, still depends primarily on static corpora and parameter g

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