In repeated self-training loops on Wikitext2, ecosystems of four small language models show lower average perplexity than one, two, or sixteen models, but the paper's broader claims about monotonic optima, robustness, and scaling are not supported by the reported experiments.
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Epistemic diversity across language models mitigates knowledge collapse
In repeated self-training loops on Wikitext2, ecosystems of four small language models show lower average perplexity than one, two, or sixteen models, but the paper's broader claims about monotonic optima, robustness, and scaling are not supported by the reported experiments.