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FWIW, I read the headline as saying the abilities of LLMs are not emergent.

Emergent and breakthrough are not the same quality. Something can be emergent and develop gradually

> Something can be emergent and develop gradually

Emergent can be defined as the sudden appearance of novel behavior.

emergence simply means something the model wasn't trained and expected to produce.