Tech experts are starting to doubt that ChatGPT and A.I. ‘hallucinations’ will ever go away: ‘This isn’t fixable’::Experts are starting to doubt it, and even OpenAI CEO Sam Altman is a bit stumped.

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[–] 1 point 3 years ago (4 children)

You seem like you are familiar with back-propogation. From my understanding, tokens are basically just a bit of information that is assigned a predicted fitness, and the token with the highest fitness is then used for back-propogation.

Eli5: im making a recipe. At step 1, i decide a base ingredient. At step 2, based off my starting ingredient, i speculate what would go good with that. Step 3 is to implement that ingredient. Step 4 is to start over at step 2. Each "step" here would be a token.

I am also not a professional, but I do do a lot of hobby work that involves coding AI's. As such, if I am incorrect or phrased that poorly, feel free to correct me.

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  • [–] 2 points 3 years ago (3 children)

    I did manage to write a back-propogation algorithm, at this point I don't fully understand the math behind back-propogation. Generally back-propogation algorithms take the activation, calculate the delta(?) with the activation and the target output (only on last layer). I don't know where tokens come in. From your comment it sounds like it has to do something in a unsupervised learning network. I am also not a professional. Sorry if I didn't really understand your comment.

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  • [–] 2 points 3 years ago (2 children)

    Mathematically, I have no idea where the tokens come in exactly. My studies have been more conceptual than actually getting down to the knitty-gritty, for the most part.

    But conceptually, from my understanding, tokens are just a variable that is assigned a speculated fitness, then used as the new "base" data set.

    I think chicken would go good in this, but beef wouldn't be as good. My token is the next ingredient i am deciding to put in.

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  • [–] 3 points 3 years ago (1 child)

    You guys should all check out Andrej Karpathy's neural networks zero to hero videos. He has one on LLMs that explains all this.

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