LLMs are solving MCAT, the bar test, SAT etc like they’re nothing. At this point their performance is super human. However they’ll often trip on super simple common sense questions, they’ll struggle with creative thinking.
Is this literally proof that standard tests are not a good measure of intelligence?
Citation needed that LLMs are passing these tests like they’re nothing.
LLMs don’t have intelligence, they are sentence generators. Sometimes those sentences are correct, sometimes they’re gobbledygook.
For instance, they fabricate real-looking but nevertheless totally fake citations in research papers https://www.nature.com/articles/s41598-023-41032-5
To your point we already know standardized tests are biased and poor tools to measure intelligence. Partly that’s because they don’t actually measure intelligence- they often measure rote knowledge. We don’t need LLMs to make that determination, we already can.
Talked about this a few times over the last few weeks but here we go again…
I am teaching myself to write and had been using chatgpt for super basic grammar assistance. Seemed like an ideal thing, toss a sentence I was iffy about into it and ask it what it thought. After all I wasn’t going to be asking it some college level shit. A few days ago I asked it about something I was questionable on. I honestly can’t remember the details but it completely ignored the part of the sentence I wasn’t sure about and told me something else was wrong. What it said was wrong was just…not wrong. The ‘correction’ it gave me was some shit a third grader would look at and say ‘uhhhhh…I’m gonna ask someone else now…’
That’s because LLMs aren’t intelligent. They’re just parrots that repeat what they’ve heard before. This stuff being sold as an “AI” with any “intelligence” is extremely misleading and causing people to think it’s going to be able to do things it can’t.
Case in point, you were using it and trusting it until it became very obvious it was wrong. How many people never get to that point? How much has it done wrong before then? Etc.
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Actually, you can give chatbots a real IQ test, and the range of scores fall into roughly the same spread as how they rank on other measures, with the leading model scoring at 100:
https://www.maximumtruth.org/p/ais-ranked-by-iq-ai-passes-100-iq
Nobody is a blank slate. Everyone has knowledge from their past experience, and instincts from their genetics. AIs are the same. They are trained on various things just as humans have experienced various things, but they can be just as blind as each other on the contents of the test.
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You’re entirely missing the point.
The requirements and basis of IQ tests are they are problems you haven’t seen before. An LLM works by recognizing existing data and returning what came next in the training set.
LLMs work directly in opposition of how an IQ text works.
Things like past experience are all the shit IQ tests need to avoid in order to be accurate. And they’re exactly what LLMs work off of.
By definition, LLMs have no IQ.