It can't generalize and adapt outside of its corpus, not in a way that's correct anyhow, and there's nothing "emergent." They are incapable of anything other than token prediction on its corpus and context. it just produces really good predictions. Funny how everyone keeps citing that Microsoft paper, when Microsoft is who is lobbying for this regulatory capture, and it's already been shown that such emergence on the tasks they chose when you scale up was a "mirage."