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If you want to see words form a shape I could point you towards concrete poetry, but I guess there is no point. Joyce wrote Finnegan’s Wake for 17 years and although superficially it seems complete gibberish, trodding through it you find meaning to words that are in no dictionary, sentence structures alien to English, etc. but still you are able to understand it, and perhaps some way the mind that produced it. So I disagree with you, we can observe each other’s inner life. It is always unexpected, strange, exciting, but always rooted to our shared experience or what it like being a very big and confused ape.

LLM’s are usually unexpected only when they malfunction and sprout same letter again and again etc - hardly a literary masterpiece. They make very easily recognisable patterns that we can use as helpful tools, but in the end they are devoid of any meaning apart from what we give them. Of course one could say same about art and all language, but I think there still is the fact that we apes somehow recognise each other. And besides, we do know the internal functions that drive the parroting. It is admittedly bit tricky, but in no way as magical as people purport it to be.

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Oh, now I see where we have an actual difference of opinion. I don't think you can deny that even Finnegan's wake proceeds one token at a time; your interpretation of it may require more context or out-of-order interpretation, but that's just as true when observing text in German or Japanese, which have word ordering constraints that are alien to English speakers. How it was written is irrelevant; all we can observe is how it was presented. Of course we can observe each other's inner life, but we do so one token at a time, even if the process of producing each token is done (internally or actively) via a backtracking or zeitgeist approach.

You seem to believe, on a more fundamental level, that LLMs are simply not capable of producing text that has deeper connections to itself or represents abstract thoughts. In my opinion, 99% of text written by humans does not show this, just as 99% of text produced by LLMs does not show this, but both have the capability, and I don't believe that LLMs are constrained in such a way that they can never do this.

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