Avram Piltch is the editor in chief of Tom’s Hardware, and he’s written a thoroughly researched article breaking down the promises and failures of LLM AIs.

  • Amju Wolf
    link
    fedilink
    1010 months ago

    Isn’t interpolation and extrapolation the same thing effectively, given a complex enough system?

    • @maynarkh@feddit.nl
      link
      fedilink
      210 months ago

      No, repeated extrapolation results in eventually making everything that ever could be made, constant interpolation would result in creating the same “average” work over and over.

      The difference is infinite vs zero variety.

      • @CanadaPlus@lemmy.sdf.org
        link
        fedilink
        1
        edit-2
        10 months ago

        Fun fact, an open interval is topologically isomorphic the the entire number line. In practice they’re often different but you started talking about limits (“eventually”), where that will definitely come up.

    • @CanadaPlus@lemmy.sdf.org
      link
      fedilink
      210 months ago

      Depending on the geometry of the state space, very literally yes. Think about a sphere, there’s a straight line passing from Denver to Guadalajara, roughly hitting Delhi on the way. Is Delhi in between them (interpolation), or behind one from the other (extrapolation)? Kind of both, unless you move the goalposts to add distance limits on interpolation, which could themselves be broken by another geometry