I get so confused on this. I play around, test, and mess with LLMs all the time and they are miraculous. Just amazing, doing things we dreamed about for decades. I mean, I can ask for obscure things with subtle nuance where I misspell words and mess up my question and it figures it out. It talks to me like a person. It generates really cool images. It helps me write code. And just tons of other stuff that astounds me…
Because it has a sample size of our collective human knowledge and language big enough to trick our brains into believing that.
As a parallel thought, it reminds of a trick derren brown did. He picked every horse correctly across 6 races. The person who he was picking for was obviously stunned, as were the audience watching it.
The reality of course is just that people couldn't comprehend that he just had to go to extreme and tedious lengths to make this happen. They started with 7000 people and filmed every one like it was going to be the "one" and then the probability pyramid just dropped people out. It was such a vast undertaking of time and effort that we're biased towards believing there must be something really happening here.
LLMs currently are a natural language interface to a Microsoft Encarta like system that is so unbelievably detailed and all encompassing that we risk accepting that there's something more going on there. There isn't.