This paper covers (nicely I think) the idea of embedding a LLM in a larger 
context, including error correcting against the world. It's not a slam dunk. It 
still might be the case that all *we* do is predict the next token. But I think 
the results around predictive processing indicate that even if that's what 
we're doing fundamentally, we do it in lower and higher orders ... something an 
LLM won't be able to do. We'd need a (large) visual model, a (large) 
enteroception model, maybe a (large) environment model, etc. Cue the 
metaphor-philes!

This article was interesting:

https://www.newyorker.com/magazine/2023/01/16/how-should-we-think-about-our-different-styles-of-thinking

I've doubted "learning styles" as any kind of scientifically justifiable thing. But I do admit to being 
"verbal" ... or what I call "algebraic" ... instead of "object" or "spatial". If LLMs can 
be safely chalked up as fundamentally sequential reasoners (that may simulate visual reasoning), then we're a tiny step closer to 
tests that could falsify AGI.

On 1/12/23 12:08, Jochen Fromm wrote:
The buzz about chatGPT has apparently convinced Microsoft to invest $10 billion 
(!) in OpenAI. It looks like a new arms race between Google, Microsoft and Meta 
is emerging. Who will create the first self-aware AI by connecting such a large 
language model to the world?
https://www.cnbc.com/2023/01/10/microsoft-to-invest-10-billion-in-chatgpt-creator-openai-report-says.html

It feels as if human-level AI is not that far away anymore now that machines have learned 
language. This NY Times article about large language models and ChatGPT is a bit older, 
but still good. As the article says "maybe predicting the next word is just part of 
what thinking is."
https://www.nytimes.com/2022/04/15/magazine/ai-language.html


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