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I am fully aware of the underlying arch, I am saying what you're describing is just 'how' it arrives at what appears to be reason much like our brains. Are you saying our brains are not stochastic parrots? Because they absolutely are, just less capable ones than ChatGPT...


Humans have the ability to think 'fast' or 'slow', with the former being predictive shortcuts. It appears that ChatGPT does not know how to think 'slow'.

That's currently. The problem I suspect is the form of the input. With AlphaGo/Zero/MuZero, they may be thinking 'fast' but is indistinguishable or better than humans thinking 'slow'.


[I thought about this a bit more and can express it more clearly.]

With AlphaGo/etc there is an internal representation/language being created directly from the board state.

In the case of ChatGPT we are using natural (or programming) language which is once removed from the 'thing' that's discussed. A good illustration of this would be if the AlphaGo folks were trying to beat Atari 2600 games from English descriptions of what's happening onscreen, written out in normal style as if being explained to a person. The machine of course can get this information at high speed so the lack of bandwidth is not the problem. We wouldn't be surprised it doesn't do as well as getting a direct view without human involvement in observation.

As an example AlphaGo was trained on high-level human games and self-play, AlphaZero only learned from self-play. The latter learns faster and plays better, without the human coloring of the data.

Btw, last I heard/read there are still some Atari 2600 games that the machine still can't beat.


Check this out and see if it changes how you think about it

DON’T TRUST ChatGPT’s CODE! [youtube / 18 min] https://www.youtube.com/watch?v=YiokTYzA6BI

"He explores the code that ChatGPT can write, and gets ChatGPT to practice Test Driven Development (TDD)."


This comment actually sounds AI generated. How can someone be fully aware of chatGPT architecture, and yet still claim that it is 100% reasoning? Those statements are logically incompatible.




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