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Re:NanoGPT by naasking on Wednesday January 11, 2023 @08:52AM (#34338415)
> At this point there is no framework that suggests GPT understands the underlying data. It can’t assign meaning as a human would.

Actually there are many indications that GPT understands the data, because its output mostly makes sense. The reason it can't assign meaning the way a human would is because a human can correlate words with other sensory data that GPT doesn't have access to. That's where GPT creates nonsense.

Think carefully about what "understanding" means in a mechanistic sense. It's a form of compression, and a few billion parameters encoding the contents of a large part of the internet seems like pretty good compression to me.

Re:NanoGPT by ivanbakel on Wednesday January 11, 2023 @01:08PM (#34342019)
GPT doesn't display understanding of purely abstract systems, so I doubt it's an issue of lacking sensory information. It can't consistently do arithmetic, for example - and I think it would be presumptuous to insist that sensory information is a prerequisite for mathematics, even though that's how humans arrived at it.
Re:NanoGPT by naasking on Wednesday January 11, 2023 @02:03PM (#34342896)
It's not yet clear why it struggles with arithmetic. It could be data-related, could be model-related, although scaling both seems to improve the situation.

In any case, GPT could still understand non-abstract things just fine. People with low IQ also struggle with abstract reasoning, and IQ tests place GPT-3 at around 83.