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Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models , booktitle =

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Model Collapse as Cultural Evolution

cs.CL · 2026-05-21 · unverdicted · novelty 6.0

Iterated learning theory predicts and LLM experiments confirm non-monotonic compositionality during self-training, reframing model collapse as cultural transmission with matching human regularization patterns.

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  • Model Collapse as Cultural Evolution cs.CL · 2026-05-21 · unverdicted · none · ref 30

    Iterated learning theory predicts and LLM experiments confirm non-monotonic compositionality during self-training, reframing model collapse as cultural transmission with matching human regularization patterns.