AI Abilities Emerging or Not?

One concern regarding the development of artificial intelligence (AI) relates to the emergence of unpredictable features that arise as the systems grow in scale. Researchers consider an “emergent ability” as something that the AI has routinely failed to accomplish but suddenly performs well as the system grows in size (either from hardware or software growth). A number of papers claiming emergent abilities populate scientific literature. However, a recent study shows that these “emergent” abilities often reflect poorly designed measurement metrics or insufficient statistics. Better metrics and statistics remove the indicators of emergence. In this episode, computational biologist and physician Josh Swamidass and astrophysicist Jeff Zweerink discuss the details surrounding this issue and offer some insights from a Christian perspective.

Links and Resources:

• Are Emergent Abilities of Large Language Models a Mirage?