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#recursivepollution — Public Fediverse posts

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  1. NEW BIML Bibliography entry

    arxiv.org/abs/2503.03150

    Position: Model Collapse Does Not Mean What You Think

    Rylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi Koyejo

    We think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper.

    #TOPPAPER #MLsec #RecursivePollution #DataPoisoning

    berryvilleiml.com/references/

  2. NEW BIML Bibliography entry

    arxiv.org/abs/2404.05090

    How Bad is Training on Synthetic Data? A Statistical Analysis of Language Model Collapse

    Mohamed El Amine Seddik, et al

    This treatment fails because the models being studied are TOY models too simple to be interesting.

    #MLsec #RecursivePollution #SyntheticData

    berryvilleiml.com/references/