this post was submitted on 07 Jul 2023
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[–] [email protected] 1 points 1 year ago

I use the term "autocomplete on steroids" because it gets across a vaguely accurate idea of what an LLM is and how it works to people who are thinking of it like sci-fi movie AI. Sorry if it came across that was my whole reason for considering them not intelligent.

LLMs do seem to pass a lot of intelligence tests we've come up with. Talking with one for the first time is a really uncanny experience, it's a totally different thing than the old voice assistants. But they also consistently fail at tasks that would indicate an understanding of a topic. They produce good looking equations, but the math underneath doesn't make sense. They hallucinate facts that don't fit with the rest of what they themselves are saying, but look similar to the way right answers are written and defended. They produce really convincing responses, but when they fail they betray some really basic failures to understand what they're saying.

I feel that LLMs are brute-forcing the tests people designed to measure intelligence. They can pass the bar exam, but they also contain thousands of successful bar exams to consult and millions of bits of text to glue those answers together with. But if you ask the LLM to actually do the job of a lawyer, they start producing all kinds of garbage that sounds good but doesn't stand up to scrutiny when someone looks up the hallucinated case references.