All the "Artificial intelligence? Hah, more like Bad Unintelligence, am I right???" takes just sound so corny to me.
Sure. If the goal is intelligence then LLMs fail. LLMs do not currently have the same intelligence as humans.
If a human being in front of me were to answer my question like an LLM does, I would think they are an overly confident parrot.
Not saying LLMs are bad, they are an incredible tool. Just not intelligence. Words matter.
This is the main point of my post - I feel like people retroactively try to see AI as being some kind of an endorsement term, or having to do anything regarding humans - or that 'intelligence' is in itself an endorsement and something so extremely good that only humans can be bestowed with it. In reality, these comparisons only appeared after the boom of generative AI and would've been seen as ludicrous by any AI researchers prior to it.
Software development is a great example, which also illustrates the ability of LLMs to reason (whether you want to call it e.g. “simulating reasoning” doesn’t matter - the results are what counts.) They can design new programs, write new code, debug code they’ve never seen before, and explain code they’ve never seen before. None of that would be possible if they were simply repeating their training data.
Besides, if LLMs only recycled training data with no changes, they'd just be really bad search engines. Generative AI was created initially to improve training, not for human consumption - the fact that it did improve training shows that the result is greater than the sum of its parts. And since nowadays they're good enough to pass for conversation, you can even observe that on your own by asking a question that doesn't appear anywhere on the training dataset - if there's enough coverage on that topic otherwise, I've seen them give very reasonable answers.
If the database they're built with is well curated and the queries run against them make sense, then I imagine they could be a very, very good kind of local search engine.
But, training one on twitter and reddit comments? Yikes!