this post was submitted on 17 Aug 2024
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this one?
https://arxiv.org/abs/2404.04125#
where zero-shot learning means:
https://www.ibm.com/topics/zero-shot-learning
so yeah, i agree, the paper is saying these models aren't capable of creating/using human-understandable concepts without gobs and gobs of training data, and if you try to take human supervision of those categories out of the process, then you need even more gobs and gobs of training data. edge cases and novel categories tend to spin off useless bullshit from these things.
because actual knowledge generation is a social process that these machines aren't really participants in.
but there's some speculation that the recent stock market downturn affecting tech stocks especially may be related to the capitalist class figuring out that these things aren't actually magical knowledge-worker replacement devices and won't let them make the line go up forever and ever amen. so even if the suits don't really digest the contents of this paper, they'll figure out the relevant parts reventually.