Skynet won and destroyed humanity
dmathieu.com
Skynet won and destroyed humanity
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Re: Skynet won and destroyed humanity
#2It's exactly the opposite with LLMs. See the "model collapse" phenomenon (https://www.nature.com/articles/s41586-024-07566-y).
> We show that, over time, models start losing information about the true distribution, which first starts with tails disappearing, and learned behaviours converge over the generations to a point estimate with very small variance. Furthermore, we show that this process is inevitable, even for cases with almost ideal conditions for long-term learning, that is, no function estimation error
Re: Skynet won and destroyed humanity
#3> But as it started consuming more and more data that it had produced itself, its reliability became close to none. It's exactly the opposite with LLMs. See the "model collapse" phenomenon ( https://www.nature.com/articles/s41586-024-07566-y ). > We show that, over time, models start losing information about the true distribution, which first starts with tails disappearing, and learned behaviours converge over the ge…
Re: Skynet won and destroyed humanity
#4Re: Skynet won and destroyed humanity
#5[flagged]
Re: Skynet won and destroyed humanity
#6Re: Skynet won and destroyed humanity
#7When there’s a large enough intelligence differential, the lower intelligence cannot even tell they are at war (let alone determine who’s winning)
Like the ants, unaware of the impending doom of 100 ways their colony is going to be destroyed by humanity - they couldn’t understand it even if we had the means to communicate with them.
Re: Skynet won and destroyed humanity
#8[flagged]
My running joke about AI is how can we create artificial intelligence, when we lack so much of it. Sadly I spent more times failing to copy and paste your message than I care to admit.
I do gotta say though, it's a bit overhyped. It reminds me of crypto. If you listen to an "aibro" and a "cryptobro" they yap the same.
Re: Skynet won and destroyed humanity
#9> But as it started consuming more and more data that it had produced itself, its reliability became close to none. It's exactly the opposite with LLMs. See the "model collapse" phenomenon ( https://www.nature.com/articles/s41586-024-07566-y ). > We show that, over time, models start losing information about the true distribution, which first starts with tails disappearing, and learned behaviours converge over the ge…
Aren't those saying the same thing? .. "its reliability became close to none" vs. "causes irreversible defects in the resulting models"
Re: Skynet won and destroyed humanity
#10[flagged]
> and we are intelligent allegedly My running joke about AI is how can we create artificial intelligence, when we lack so much of it. Sadly I spent more times failing to copy and paste your message than I care to admit. I do gotta say though, it's a bit overhyped. It reminds me of crypto. If you listen to an "aibro" and a "cryptobro" they yap the same.