So-called “emergent” behavior in LLMs may not be the breakthrough that researchers think.

  • variaatio@sopuli.xyz
    link
    fedilink
    English
    arrow-up
    5
    arrow-down
    2
    ·
    10 months ago

    That is just its core function doing its thing transforming inputs to outputs based on learned pattern matching.

    It may not have been trained on translation explicitly, but it very much has been trained on these are matching stuff via its training material. Since you know what its training set most likely contained… dictionaries. Which is as good as asking it to learn translation. Another stuff most likely in training data: language course books, with matching translated sentences in them. Again well you didnt explicitly tell it to learn to translate, but in practice the training data selection did it for you.

    • anlumo@lemmy.world
      link
      fedilink
      English
      arrow-up
      7
      arrow-down
      1
      ·
      10 months ago

      The data is there, but simpler models just couldn’t do it, even when trained with that data.

      Bilingual human children also often can’t translate between their two (or more) native languages until they get older.

      • bus_factor@lemmy.world
        link
        fedilink
        English
        arrow-up
        3
        ·
        10 months ago

        That’s interesting. My trilingual kids definitely translate individual words, but I guess the real bar here is to translate sentences such that the structure is correct for the languages?